{"id":"W4407029402","doi":"10.61838/kman.psynexus.2.1.1","title":"Interdisciplinary","year":2024,"lang":"en","type":"article","venue":"KMAN Counseling and Psychology Nexus","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00815447,0.0008991593,0.0007301644,0.002047282,0.005474948,0.01141563,0.002598504,0.004444131,0.08004873],"category_scores_gemma":[0.01304545,0.000426602,0.0007521459,0.001808724,0.006235412,0.005831388,0.01462013,0.006505955,0.01961397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005523539,"about_ca_system_score_gemma":0.01110905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001743218,"about_ca_topic_score_gemma":0.002580015,"domain_scores_codex":[0.9893776,0.004586144,0.0006105308,0.001780602,0.002725959,0.0009191311],"domain_scores_gemma":[0.9896089,0.002368271,0.0007255554,0.001520401,0.002508167,0.003268747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001137342,0.0001937151,0.001977187,0.0009850317,0.00005618038,0.0008738473,0.01212804,0.0005116544,0.00141862,0.3766051,0.2870434,0.3180934],"study_design_scores_gemma":[0.000005019619,0.0000241061,0.0004439566,0.0004207392,0.0000046886,0.0003744218,0.002307493,0.0000958258,0.0001274903,0.03543067,0.9607553,0.00001036951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009354044,0.05115055,0.03791666,0.1791431,0.03615663,0.0004031635,0.0003928879,0.0004796553,0.6850033],"genre_scores_gemma":[0.2249009,0.05775407,0.02836929,0.07781015,0.01949308,0.0006910207,0.0007328198,0.000578752,0.5896699],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08004873,"threshold_uncertainty_score":0.2677897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09096683597001307,"score_gpt":0.4957080211991179,"score_spread":0.4047411852291048,"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."}}