{"id":"W4392117980","doi":"10.15173/m.v1i8.662","title":"MedQuiz","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000742713,0.00008311944,0.0000761286,0.00003205137,0.00009315599,0.00001294949,0.0002951478,0.00002177236,0.001905683],"category_scores_gemma":[0.0001577352,0.00004694555,0.00004002765,0.00018349,0.0000952082,0.0001168852,0.00004944269,0.0001013096,0.08027671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006081515,"about_ca_system_score_gemma":0.00005825304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002839549,"about_ca_topic_score_gemma":0.00000251682,"domain_scores_codex":[0.9991562,0.00009709614,0.00008398607,0.00007062534,0.0001929474,0.000399103],"domain_scores_gemma":[0.9992096,0.00009401794,0.00003722985,0.000467851,0.00001738201,0.0001739477],"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":[0.00003297352,0.0005074266,0.04498063,0.00001101804,0.0000856671,5.7543e-7,0.02622613,6.705181e-7,0.04359701,0.03095604,0.8501384,0.003463515],"study_design_scores_gemma":[0.0001606804,0.000010608,0.07782254,0.000006303569,0.00005493249,0.00003587498,0.002085587,0.000003925727,0.02679101,0.0006236173,0.892223,0.0001819292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649243,0.001137092,0.000002868331,0.001772212,0.001356544,0.0001220586,0.000006006668,0.0001267016,0.03055219],"genre_scores_gemma":[0.9947405,0.000001930451,0.0001616923,0.0004766016,0.001202457,0.00003521714,0.000002205542,0.00004957846,0.003329745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07837103,"threshold_uncertainty_score":0.9990067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344825671043757,"score_gpt":0.307352237712578,"score_spread":0.2739039810021405,"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."}}