{"id":"W1607446912","doi":"10.25011/cim.v30i4.2763","title":"3. Interactive online software documenting and corroborating exposure to CanMEDS Roles","year":2007,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Program director; Documentation; Medicine; Medical education; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001649918,0.0001982699,0.0004899162,0.0002108347,0.0001907384,0.00004068754,0.0001134773,0.0001470607,0.00002914698],"category_scores_gemma":[0.006005903,0.0001431109,0.00002700047,0.0004102019,0.001807478,0.0003951108,0.0002473381,0.0004399453,0.00001248557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001461278,"about_ca_system_score_gemma":0.00002486963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001841697,"about_ca_topic_score_gemma":0.003183181,"domain_scores_codex":[0.9982318,0.00003322345,0.0008175863,0.0004260092,0.0001705182,0.0003208716],"domain_scores_gemma":[0.9988376,0.0003147036,0.0003146629,0.0001512766,0.0002603884,0.0001213094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003748927,0.00004639553,0.7312297,0.0002113098,0.00003712632,0.00003964666,0.0006415513,7.026619e-7,0.0006082582,0.01861834,0.002141201,0.2463883],"study_design_scores_gemma":[0.00241112,0.0008507202,0.7953433,0.002192572,0.0000989578,0.00002148792,0.01384939,0.0002555417,0.0001207874,0.04284588,0.1414433,0.0005668599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646842,0.0004098802,0.001528193,0.03154272,0.0006212387,0.0003134565,0.000002774007,0.0001305739,0.0007669777],"genre_scores_gemma":[0.9816159,0.00001997067,0.00195616,0.01387087,0.002345692,0.000008052107,0.00002243025,0.00001853058,0.0001424014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2458214,"threshold_uncertainty_score":0.7190061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069872569368856,"score_gpt":0.3619269696220522,"score_spread":0.2549397126851666,"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."}}