{"id":"W4411656431","doi":"10.51847/pkkm95ho6t","title":"10.51847/pKKM95ho6t","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Mathematics education; Computer science; Psychology; Medicine","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":["insufficient_payload"],"category_scores_codex":[0.001097491,0.001553732,0.0008475367,0.002665699,0.001837889,0.005128167,0.001507081,0.004606359,0.9708665],"category_scores_gemma":[0.002409908,0.000587122,0.000890013,0.002589189,0.001261284,0.003903097,0.003732282,0.0019751,0.9752999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246947,"about_ca_system_score_gemma":0.001078516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003394498,"about_ca_topic_score_gemma":0.002516884,"domain_scores_codex":[0.9989969,0.0001473628,0.0001082946,0.0002855024,0.0003042925,0.0001577556],"domain_scores_gemma":[0.9973741,0.0006990257,0.0001406965,0.0004895494,0.0006835419,0.0006131919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003236429,0.0002914529,0.001144901,0.0004305707,0.00001725436,0.0003276604,0.0001521874,0.0003533374,0.002285179,0.004310315,0.2128823,0.7774812],"study_design_scores_gemma":[0.00007306477,0.00007482321,0.001463436,0.0003583653,0.00001478779,0.0006372643,0.0001535369,0.0005673187,0.0008856243,0.001298463,0.9944451,0.00002810182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001235853,0.0005665968,0.001854059,0.0008432065,0.0004949104,0.0001388064,0.0008253568,0.001506592,0.9925345],"genre_scores_gemma":[0.003542669,0.0004267766,0.001544291,0.0003993647,0.00009591501,0.00007131117,0.0007172038,0.0003612263,0.9928412],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0291335,"threshold_uncertainty_score":0.0415554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007699662234327713,"score_gpt":0.2479761567669779,"score_spread":0.2402764945326502,"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."}}