{"id":"W2886176940","doi":"10.69645/hxgb8804","title":"Cancer treatment paradigms","year":2018,"lang":"en","type":"article","venue":"The biomedical & life sciences collection.","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cancer treatment; Medicine; Cancer; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004339987,0.0006505784,0.0006167382,0.002015366,0.00167543,0.004488564,0.001574449,0.002204565,0.02414875],"category_scores_gemma":[0.005766618,0.0002119084,0.0009315734,0.001660484,0.002341072,0.002648826,0.002547253,0.004600196,0.008418322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006241635,"about_ca_system_score_gemma":0.007257598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00373789,"about_ca_topic_score_gemma":0.007748784,"domain_scores_codex":[0.9976533,0.0007338389,0.0001284474,0.0003999835,0.0008190267,0.0002653817],"domain_scores_gemma":[0.9974953,0.0006049413,0.0002099236,0.0003246941,0.0009472503,0.0004179492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001827931,0.0001706636,0.001153093,0.0008957844,0.00005969536,0.0001213542,0.000364233,0.0004692877,0.001010345,0.5859784,0.1793354,0.2302589],"study_design_scores_gemma":[0.00005568936,0.00009712749,0.0006051547,0.000673043,0.00003722735,0.0003150894,0.0002248495,0.0001593501,0.0005912955,0.07972258,0.9175051,0.00001345629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005417042,0.1303523,0.01120243,0.2313756,0.009275288,0.0004491916,0.00244049,0.0001694148,0.6093183],"genre_scores_gemma":[0.2619319,0.2625734,0.01609801,0.217831,0.02034871,0.00253555,0.006505383,0.0003179374,0.2118582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02414875,"threshold_uncertainty_score":0.08078557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05831541894575693,"score_gpt":0.3824262244042366,"score_spread":0.3241108054584797,"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."}}