{"id":"W7084451137","doi":"","title":"Communication Skills After Graduation: Opinions of Polish Healthcare Professionals","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Communication skills; Communication skills training; Variety (cybernetics); Perception; Health care; Skills management; Sample (material); Health professionals","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002743378,0.0002581427,0.000378744,0.0009219078,0.001117017,0.001462859,0.0002851828,0.0008961068,0.002381278],"category_scores_gemma":[0.008752029,0.0003206872,0.0003926748,0.0006391387,0.0007485539,0.0009878767,0.001785784,0.0009999388,0.0004327336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009943529,"about_ca_system_score_gemma":0.001517822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004389748,"about_ca_topic_score_gemma":0.004534489,"domain_scores_codex":[0.9979808,0.0005047753,0.000210258,0.0001803115,0.0005603599,0.0005636405],"domain_scores_gemma":[0.9959239,0.001011197,0.001215991,0.00007072063,0.0006890931,0.001089153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003464831,0.0003432501,0.7345741,0.0004629121,0.0000694703,0.001490043,0.1901821,0.00008594954,0.002586659,0.0002292405,0.002759855,0.06686993],"study_design_scores_gemma":[0.00002596445,0.0005247908,0.6912541,0.0002704865,0.0000243836,0.0009739383,0.2986754,0.0001528055,0.0003695461,0.00009232126,0.007597773,0.0000384075],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968179,0.0007725643,0.00005074784,0.0008760978,0.00004304668,0.00002241509,0.0000253607,0.000002347089,0.001389441],"genre_scores_gemma":[0.9971969,0.001189973,0.00008561691,0.0005538619,0.00002501728,0.00003028162,0.00004606005,0.000002682735,0.0008695685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004389748,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4225645811729259,"score_gpt":0.6533194533027403,"score_spread":0.2307548721298144,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}