{"id":"W4233102988","doi":"10.1016/s0090-3019(03)00499-3","title":"Commentary","year":2004,"lang":"en","type":"article","venue":"Surgical Neurology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine","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":[0.0001190368,0.000106724,0.0001602114,0.00005925489,0.00005457364,0.000006355768,0.0001676675,0.0000861778,0.0006797051],"category_scores_gemma":[0.00001790907,0.00009611125,0.00006698939,0.0001617728,0.0001995775,0.00004688217,0.00009630277,0.0002897005,0.008055078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001562489,"about_ca_system_score_gemma":0.00001168255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008216278,"about_ca_topic_score_gemma":0.00002716769,"domain_scores_codex":[0.9989646,0.0001481144,0.0001496554,0.0002571538,0.0001240312,0.0003564164],"domain_scores_gemma":[0.9994894,0.0001175666,0.00002832223,0.0002300218,0.00001398086,0.000120699],"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":[0.01052792,0.005670633,0.1553857,0.00004006554,0.0002860452,0.07824425,0.000619912,0.01003175,0.01647221,0.3068616,0.4067908,0.009069161],"study_design_scores_gemma":[0.00294408,0.0004744386,0.01017304,8.740217e-7,0.000008217165,0.001003744,0.000001474495,0.0000154652,0.0004372275,0.008421372,0.9763867,0.0001333879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349,0.00004423251,0.000006750981,0.05281363,0.0002787138,0.000085568,0.00001405351,0.000241884,0.01161514],"genre_scores_gemma":[0.9726026,0.000005746947,0.00005059063,0.02709503,0.0001634976,0.000007965538,0.00001747461,0.00003479477,0.00002229568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5695959,"threshold_uncertainty_score":0.9927173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257191303095154,"score_gpt":0.2574031947735804,"score_spread":0.2448312817426289,"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."}}