{"id":"W4327790591","doi":"10.1079/searchrxiv.2023.00158","title":"International Credential Equivalency (SPORTDiscus).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; Workforce; Context (archaeology); Health care; Health professionals; Healthcare system; Immigration; Psychology; Medical education; Public relations; Political science; Knowledge management; Engineering ethics; Medicine; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007531546,0.0006164311,0.0008282473,0.01383942,0.002148156,0.004817039,0.002247706,0.002092561,0.2509975],"category_scores_gemma":[0.03450484,0.0002933943,0.001359903,0.01227566,0.001000797,0.003547459,0.006519138,0.001948912,0.02510909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007846485,"about_ca_system_score_gemma":0.03411207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08308399,"about_ca_topic_score_gemma":0.2384497,"domain_scores_codex":[0.9946387,0.001327681,0.0007848031,0.000358096,0.002369364,0.0005213014],"domain_scores_gemma":[0.9843002,0.003122951,0.001068167,0.0006538958,0.007196082,0.003658784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001150385,0.00009475459,0.0006974599,0.00810794,0.00005066018,0.00004899413,0.0006878783,0.00007491681,0.00007153201,0.01323353,0.5528874,0.4239299],"study_design_scores_gemma":[0.00003457404,0.00003375839,0.003213914,0.006614076,0.00004074315,0.00005409252,0.0004233784,0.00002150208,0.00004483893,0.002356291,0.9871516,0.00001125686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004788907,0.0726132,0.004013341,0.0351168,0.01221251,0.002897719,0.03765764,0.001191769,0.8295081],"genre_scores_gemma":[0.1088555,0.1571762,0.03937536,0.02708757,0.005855322,0.008912214,0.06891524,0.0009850477,0.5828375],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7490025,"threshold_uncertainty_score":0.8396702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08646195166332646,"score_gpt":0.503650602506872,"score_spread":0.4171886508435455,"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."}}