{"id":"W4406557943","doi":"10.1016/j.yped.2015.07.067","title":"10.1016/j.yped.2015.07.067","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Conversation; Primary care; Randomized controlled trial; Family medicine; Pediatrics; Internal medicine; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001056273,0.0001299428,0.0001223557,0.00008239219,0.0001075272,0.0001508107,0.001039844,0.00005027972,0.9942477],"category_scores_gemma":[0.00001889162,0.0001309391,0.00005733289,0.0003481275,0.00001702311,0.000516708,0.0001717658,0.0001395115,0.9990804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000517828,"about_ca_system_score_gemma":0.00003833387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005482471,"about_ca_topic_score_gemma":6.486122e-7,"domain_scores_codex":[0.9989481,0.00004071632,0.0001790037,0.000324818,0.0002212742,0.0002860933],"domain_scores_gemma":[0.9988865,0.00008623562,0.00003270467,0.000757694,0.0000747692,0.00016208],"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":[0.000007338464,0.00004486797,6.771108e-8,0.000001901946,0.000009566025,0.000006934767,0.00006531394,0.0001804222,0.00003231225,0.00001586481,0.4803496,0.5192858],"study_design_scores_gemma":[0.0000810713,0.00007935261,0.00002246187,0.00001297009,0.000004676133,0.0000288575,9.209492e-7,0.007109889,0.0001123952,0.00005436235,0.9923306,0.0001624317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001259208,0.00002403603,0.0003776834,0.002854303,0.000008696925,0.0001151099,0.000003998791,0.0003621446,0.9961281],"genre_scores_gemma":[0.0001562029,1.26666e-7,0.004445577,0.0002753148,0.0001371319,0.0000190156,0.00000286946,0.00001453333,0.9949492],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5191234,"threshold_uncertainty_score":0.5339541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006810042077488234,"score_gpt":0.2048919596495238,"score_spread":0.1980819175720356,"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."}}