{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00204802,0.0005850916,0.0003085068,0.0008971428,0.00500949,0.006768418,0.001751045,0.002918174,0.6815519],"category_scores_gemma":[0.01145315,0.0004692061,0.0006924961,0.0008673386,0.0009852096,0.005041684,0.005930217,0.004831255,0.4916342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003272412,"about_ca_system_score_gemma":0.006861139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02074504,"about_ca_topic_score_gemma":0.03947654,"domain_scores_codex":[0.9978738,0.0003312165,0.00006679566,0.0002550435,0.0008133916,0.0006596821],"domain_scores_gemma":[0.9923722,0.0003931851,0.000157219,0.0004865281,0.002892409,0.003698493],"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":[0.000008703094,0.00001070609,0.0001208586,0.00001307464,4.83369e-7,0.00002023132,0.00008446683,0.000006947313,0.00002131747,0.002416192,0.9850043,0.01229274],"study_design_scores_gemma":[0.000005015525,0.000005418661,0.0002883373,0.00004219959,5.87563e-7,0.0000386049,0.0002263624,0.000009625397,0.00002925506,0.0008134429,0.9985363,0.000004738661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001281666,0.0005394573,0.002046076,0.04391326,0.01182039,0.0002755317,0.005849366,0.005107357,0.9291668],"genre_scores_gemma":[0.01090471,0.0005924852,0.001972593,0.03600691,0.001131136,0.0003507355,0.004913093,0.00257777,0.9415506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6815519,"threshold_uncertainty_score":0.4542275,"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."}}