{"id":"W4207024830","doi":"10.46747/cfp.680177","title":"Transitions","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chief executive officer; Management; Executive director; Medical education; Medicine; Library science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000970198,0.00008682638,0.0001148944,0.0003649825,0.0007087438,0.00004903171,0.0002105591,0.00003073015,0.00004434535],"category_scores_gemma":[0.000002332825,0.0001044084,0.00005359276,0.0006226747,0.00002664865,0.0001836997,0.00003318046,0.0001905119,0.0003746227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667881,"about_ca_system_score_gemma":0.0001675008,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1869407,"about_ca_topic_score_gemma":0.07706948,"domain_scores_codex":[0.9992192,0.000008574792,0.000120349,0.0001772646,0.0001143842,0.0003602729],"domain_scores_gemma":[0.9996773,0.000003635597,0.00004234954,0.0002057197,0.00003837031,0.00003259797],"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":[0.000003398996,0.00004178977,0.0002523189,0.0000598388,0.00002504198,0.0001225889,0.00005117783,0.00009166817,0.000747618,0.6222553,0.2234145,0.1529348],"study_design_scores_gemma":[0.0001009561,0.000006236469,0.001813632,0.000003749256,0.000006164768,4.919125e-7,0.001259916,0.000219815,0.00000125967,0.004188362,0.9922754,0.0001240625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1478979,0.0002277192,0.00004225081,0.01472281,0.001123023,0.0003495415,0.00008830739,0.0002641343,0.8352844],"genre_scores_gemma":[0.8047951,3.138094e-7,0.000007124775,0.1943902,0.0005214979,0.00007036173,0.00005142061,0.00001831727,0.0001456711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8351387,"threshold_uncertainty_score":0.9397716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997140214239414,"score_gpt":0.2101271422056181,"score_spread":0.1901557400632239,"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."}}