{"id":"W2886176940","doi":"10.69645/hxgb8804","title":"Cancer treatment paradigms","year":2018,"lang":"en","type":"article","venue":"˜The œbiomedical & 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001207894,0.0001781823,0.0002991029,0.0003516772,0.001508889,0.00005256277,0.0004008008,0.00009612224,0.002221023],"category_scores_gemma":[0.0003172741,0.00008849338,0.000106087,0.004033829,0.006462151,0.00010585,0.00006539025,0.0001893988,0.0002603203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003098816,"about_ca_system_score_gemma":0.002672897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001875682,"about_ca_topic_score_gemma":0.0006844745,"domain_scores_codex":[0.9967088,0.00008814489,0.0003175398,0.0005466118,0.001632355,0.000706594],"domain_scores_gemma":[0.9982748,0.0002207132,0.00007571573,0.0003348453,0.0001931261,0.0009008],"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":[0.0007384451,0.001708522,0.05283729,0.00006036173,0.0003174478,0.00009998696,0.006919735,0.000008314537,0.008137363,0.001310973,0.7796026,0.148259],"study_design_scores_gemma":[0.002636179,0.006250906,0.03373428,0.00009776808,0.0001069776,0.0002053467,0.001505505,0.008120211,0.001040134,0.0003725375,0.9457282,0.0002019875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7253523,0.005522707,0.002914521,0.1212315,0.01014599,0.00275521,0.00002821643,0.0004634894,0.1315861],"genre_scores_gemma":[0.9588527,0.0008164811,0.000299066,0.005156957,0.003373784,0.000173009,0.000004376946,0.00001138182,0.03131223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2335004,"threshold_uncertainty_score":0.999791,"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."}}