{"id":"W4300622140","doi":"10.1609/aaai.v32i1.11398","title":"Model AI Assignments 2018","year":2018,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Session (web analytics); Dissemination; Variety (cybernetics); Computer science; Artificial intelligence; Core (optical fiber); Multimedia; Psychology; World Wide Web; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004451098,0.001099705,0.0007682886,0.0009803366,0.00243938,0.004812728,0.001762553,0.001651224,0.1999313],"category_scores_gemma":[0.01085525,0.0004032332,0.000825289,0.0007871752,0.0006524396,0.002738455,0.004705397,0.003733744,0.07456829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399832,"about_ca_system_score_gemma":0.004089172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001659983,"about_ca_topic_score_gemma":0.006983502,"domain_scores_codex":[0.9980962,0.0004788663,0.00007005945,0.000265122,0.0007472105,0.0003425265],"domain_scores_gemma":[0.9936606,0.0007845878,0.0002151766,0.0005776337,0.001678244,0.003083696],"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":[0.0002766941,0.0005072309,0.0005540443,0.0001271969,0.000008984111,0.0000713766,0.000387811,0.0008735342,0.001232112,0.006317514,0.9362,0.05344362],"study_design_scores_gemma":[0.00003491474,0.0001223673,0.000906198,0.00005041493,0.000002730554,0.00003919192,0.0002400144,0.001691729,0.0006906055,0.004966991,0.9912387,0.00001624145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04579379,0.002280388,0.06776349,0.03751396,0.04170938,0.001847656,0.01362073,0.01406437,0.7754063],"genre_scores_gemma":[0.1091064,0.001577705,0.02217977,0.003294783,0.005263892,0.002211034,0.01689345,0.002745019,0.836728],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1999313,"threshold_uncertainty_score":0.668837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3876268890506392,"score_gpt":0.5698241171684207,"score_spread":0.1821972281177815,"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."}}