{"id":"W3001650520","doi":"10.29173/hsi51","title":"Advancing cancer treatment: A move towards individualized therapy","year":2011,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer therapy; Cancer treatment; Medicine; Cancer; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.04558661,0.0008893844,0.002279555,0.003339256,0.002908404,0.01396129,0.003224868,0.01151994,0.01161534],"category_scores_gemma":[0.06068883,0.0005569718,0.001296371,0.002153955,0.01934545,0.01268135,0.01374721,0.02111018,0.002627832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006961643,"about_ca_system_score_gemma":0.0360637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002944923,"about_ca_topic_score_gemma":0.005337355,"domain_scores_codex":[0.9704761,0.01822438,0.001251658,0.001216904,0.007856075,0.0009749631],"domain_scores_gemma":[0.9236853,0.05188874,0.003597962,0.004468691,0.007491525,0.008867657],"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":[0.0001482584,0.000618271,0.00309521,0.003174086,0.0002998175,0.0001513043,0.003547743,0.001252173,0.0009808316,0.4013315,0.2429245,0.3424762],"study_design_scores_gemma":[0.00008270335,0.0001565568,0.001677394,0.002897068,0.0001026621,0.0001820797,0.00328591,0.0005195445,0.0005348917,0.5473433,0.4431528,0.00006526925],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001284482,0.09281013,0.01550733,0.8657412,0.004253028,0.0000912443,0.000083426,0.0001635586,0.02006552],"genre_scores_gemma":[0.1451846,0.3068825,0.09781468,0.4092381,0.02847922,0.0007337983,0.0003587585,0.0001980542,0.01111032],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04558661,"threshold_uncertainty_score":0.2410879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2665774243026613,"score_gpt":0.492187698561794,"score_spread":0.2256102742591327,"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."}}