{"id":"W7041325290","doi":"","title":"Hannus","year":2003,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Descendant; Wife; Politics; Variety (cybernetics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003825811,0.0004017275,0.0006309014,0.001727683,0.0006335647,0.0001068335,0.0004644904,0.000627645,0.0004681475],"category_scores_gemma":[0.0001339182,0.0004336395,0.0004289798,0.001500066,0.0002743467,0.0001710637,0.00006555377,0.001943724,0.0002276447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000738209,"about_ca_system_score_gemma":0.002512432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005745376,"about_ca_topic_score_gemma":0.006979004,"domain_scores_codex":[0.9961745,0.0004085322,0.0002944526,0.0009228904,0.001189293,0.001010319],"domain_scores_gemma":[0.9977587,0.0001113087,0.0001340838,0.0008625198,0.0005562739,0.0005770794],"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":[0.02100235,0.005378094,0.3412258,0.008126749,0.006949716,0.06988274,0.005184774,0.0000131789,0.1360909,0.02158734,0.3711419,0.01341657],"study_design_scores_gemma":[0.004211579,0.002245216,0.1923254,0.0006537339,0.0007472995,0.0004364296,0.01801078,0.00001912653,0.07456497,0.0006834332,0.7048056,0.001296439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4786069,0.0004229582,0.000002411776,0.0002910741,0.0008421442,0.0006222207,0.000005824905,0.00009643448,0.51911],"genre_scores_gemma":[0.5318986,0.0003162585,0.00001140263,0.00002070038,0.0002302912,0.000004081981,0.0002336902,0.00006290102,0.4672221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3336638,"threshold_uncertainty_score":0.9998115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.024991580265284,"score_gpt":0.2927056346849495,"score_spread":0.2677140544196656,"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."}}