{"id":"W2000033481","doi":"10.3389/fonc.2011.00001","title":"Past, Present, and Future of Molecular and Cellular Oncology","year":2011,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"ATP Synthase and ATPases Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancéropôle Ile de France; Ligue Contre le Cancer; Fondation pour la Recherche Médicale; Agence Nationale de la Recherche; Institute of Cancer Research; Institut National Du Cancer; European Commission","keywords":"Molecular oncology; Clinical Oncology; Perspective (graphical); Oncology; Medicine; Precision oncology; Internal medicine; Cancer research; Cancer; Computer science; Carcinogenesis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000220122,0.0001238819,0.0002860985,0.0001036665,0.00002780313,0.00000307919,0.0001476526,0.0003543822,0.0000270572],"category_scores_gemma":[0.00001429164,0.0001184616,0.00003982534,0.00008149831,0.0003590922,0.000004120807,0.0002082857,0.0001492134,8.523791e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002353596,"about_ca_system_score_gemma":0.0001082509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004335543,"about_ca_topic_score_gemma":0.00001124834,"domain_scores_codex":[0.9989272,0.0001914974,0.0002096776,0.0003241822,0.00007539714,0.000272088],"domain_scores_gemma":[0.999545,0.00001447597,0.00007682743,0.000214921,0.00004318487,0.0001055674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00093779,0.000467611,0.06559853,0.00008995954,0.0001894614,0.0003678447,0.000799833,0.000002402939,0.6025528,0.0004223786,0.02561529,0.3029561],"study_design_scores_gemma":[0.00155426,0.002146021,0.003061525,0.000007894607,0.00002990554,0.00002727855,0.001383369,0.00006065546,0.3327637,0.0008306215,0.6579288,0.0002059677],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755465,0.01081055,0.002728977,0.0006464302,0.0003231186,0.000233456,0.00001085841,0.000004933009,0.00969518],"genre_scores_gemma":[0.9831113,0.002334201,0.01351518,0.000177277,0.0005460934,0.00003407268,0.00002871369,0.00002237534,0.0002307823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6323135,"threshold_uncertainty_score":0.4830723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412654177777477,"score_gpt":0.2818143663540502,"score_spread":0.2676878245762754,"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."}}