{"id":"W4309667978","doi":"10.1097/ncm.0000000000000617","title":"On-the-Job Training Is Good Enough, Right?","year":2022,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); MEDLINE; Psychology; Computer science; Medical education; Medicine; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001410421,0.0002166998,0.0002340595,0.000188984,0.005417954,0.000013616,0.000335868,0.00006593857,0.02153675],"category_scores_gemma":[0.00002879108,0.0001530637,0.0001334778,0.0004456939,0.0000409194,0.00005140526,0.0007752791,0.001052423,0.0005752844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003416587,"about_ca_system_score_gemma":0.0001385137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033646,"about_ca_topic_score_gemma":0.00002300916,"domain_scores_codex":[0.9968107,0.0008831999,0.0004465128,0.000435672,0.0007716015,0.0006523452],"domain_scores_gemma":[0.9983436,0.0007718638,0.0002002465,0.0005109012,0.0000550588,0.0001183148],"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":[0.0001845787,0.0002063309,0.0001700313,0.000158537,0.0001173857,0.002653614,0.02375509,0.00002096149,0.000007501659,0.1767836,0.7861627,0.009779653],"study_design_scores_gemma":[0.001135644,0.0001903398,0.0009625261,0.0001373865,0.00008930007,0.0001387174,0.1247195,0.00008994913,0.000009114799,0.01413824,0.858086,0.0003032863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6497692,0.0003169327,0.00009266011,0.06320932,0.01152765,0.003134428,0.0001836256,0.000286971,0.2714792],"genre_scores_gemma":[0.8816265,0.000009415967,0.0001860069,0.008810475,0.0003173063,0.001494194,0.00003495252,0.00003805047,0.1074831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2318573,"threshold_uncertainty_score":0.9958768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0697229886858939,"score_gpt":0.387067583002946,"score_spread":0.3173445943170521,"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."}}