{"id":"W3211810953","doi":"10.14288/1.0402367","title":"Regional Perioperative Education Program : Rural Model Evaluation Framework","year":2021,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Program evaluation; Political science; Computer science; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000788528,0.00004749158,0.0001886563,0.00005390959,0.001075471,0.00008194597,0.0002346036,0.0002190317,0.002200223],"category_scores_gemma":[0.0006016865,0.0001612328,0.00008532773,0.0005151191,0.0002020534,0.0007156308,0.000154698,0.0005800645,0.0001903124],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006131206,"about_ca_system_score_gemma":0.006818884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03874243,"about_ca_topic_score_gemma":0.06930395,"domain_scores_codex":[0.9977751,0.0006517451,0.0001929289,0.0003637144,0.0006916075,0.0003249541],"domain_scores_gemma":[0.9967047,0.0001447201,0.0001948169,0.0003629818,0.002414531,0.0001782686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002453492,0.0009294484,0.07225453,0.0001484688,0.00004382487,0.000008552202,0.005955766,0.00004490302,0.0001433328,0.0001019321,0.01002883,0.9103159],"study_design_scores_gemma":[0.0005733733,0.0000394834,0.9063249,0.0003482775,0.00005195187,0.00002168022,0.08136982,0.005815748,3.854396e-7,0.002257584,0.003056377,0.000140485],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982815,0.0004748775,0.0004936847,0.001803252,0.0004513286,0.001568692,0.00005210471,0.00007042638,0.01227068],"genre_scores_gemma":[0.9789833,0.0002720262,0.005245512,0.0003748231,0.0001312945,0.00006172337,0.0003077698,0.00001950142,0.014604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9101754,"threshold_uncertainty_score":0.9988115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06072808484802575,"score_gpt":0.4034214250157638,"score_spread":0.3426933401677381,"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."}}