{"id":"W7134100760","doi":"","title":"Preface","year":2015,"lang":"en","type":"article","venue":"Pure Amsterdam UMC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"","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":[0.0003669931,0.0001740314,0.0001764435,0.00007748751,0.00004514887,0.00007198294,0.0003264766,0.0000785274,0.0001774801],"category_scores_gemma":[0.0001404265,0.0001561633,0.00005776351,0.0002752988,0.00006553258,0.0002892336,0.0001460819,0.0001529436,0.04583831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257718,"about_ca_system_score_gemma":0.00007916292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002652192,"about_ca_topic_score_gemma":0.00004793528,"domain_scores_codex":[0.9986112,0.0000851832,0.0001811504,0.0002973228,0.0004324835,0.0003926214],"domain_scores_gemma":[0.9988875,0.0000245593,0.00007776228,0.000561143,0.0001284845,0.0003205318],"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":[0.0002035922,0.0002610085,0.03548012,0.00003706834,0.00007817616,0.00007324636,0.003011068,0.0001893932,0.007611314,0.002726477,0.9437156,0.00661296],"study_design_scores_gemma":[0.001879061,0.0001882655,0.01212089,0.0000294247,0.00005661652,0.00008478113,0.000347511,0.0004436169,0.004931876,0.003913864,0.9754784,0.0005257625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.664404,0.0007322822,0.0002837731,0.001201218,0.0008174157,0.0004883498,0.00006623954,0.001014866,0.3309919],"genre_scores_gemma":[0.9888071,0.00000110349,0.0009033282,0.0003115672,0.0002908067,0.00003099061,0.00002253284,0.00009719122,0.009535373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3244032,"threshold_uncertainty_score":0.9549046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05025894361943247,"score_gpt":0.2880447105707821,"score_spread":0.2377857669513496,"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."}}