{"id":"W7162107383","doi":"10.82308/27810","title":"Life course behavioural risk factors of head and neck cancers: A Bayesian approach","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head and neck; Genetic inheritance; Risk factor; Ile de france","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009040643,0.0008898557,0.001883897,0.002965216,0.0008633857,0.002732031,0.002038504,0.002179999,0.007767435],"category_scores_gemma":[0.02043884,0.0007447053,0.002872146,0.002048045,0.001103158,0.001580041,0.001502002,0.00260738,0.0009496672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001911339,"about_ca_system_score_gemma":0.002351253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04769072,"about_ca_topic_score_gemma":0.03445898,"domain_scores_codex":[0.9968124,0.002240133,0.00009340708,0.0004953814,0.0001793822,0.0001792989],"domain_scores_gemma":[0.9869316,0.01119486,0.0006141508,0.0003887254,0.0004891761,0.0003813973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009687804,0.0007611844,0.2660478,0.001451583,0.006011772,0.001159108,0.002657347,0.3088916,0.001003718,0.1788761,0.01572325,0.2164477],"study_design_scores_gemma":[0.0002041507,0.0004186747,0.06713444,0.001151064,0.001881592,0.000512548,0.001086256,0.6990502,0.0001821732,0.2085835,0.0196308,0.0001645787],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2504673,0.0194474,0.6844671,0.02455064,0.0009364566,0.0006876765,0.006080035,0.0003823753,0.01298101],"genre_scores_gemma":[0.8464558,0.0177816,0.1079955,0.002072282,0.001480371,0.001090837,0.002649916,0.0001151341,0.02035856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04769072,"threshold_uncertainty_score":0.09482628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473852951922142,"score_gpt":0.3306149074173274,"score_spread":0.295876377898106,"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."}}