{"id":"W4412363696","doi":"10.1016/j.bulcan.2025.06.004","title":"Propositions pour développer l’innovation et la recherche en cancérologie et optimiser les prises en soin des patients touchés par le cancer","year":2025,"lang":"fr","type":"article","venue":"Bulletin du Cancer","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Domtar (Canada)","funders":"","keywords":"Cancer; Medicine; Nursing; 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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01902056,0.0004463586,0.001011085,0.0005001253,0.0005167908,0.0002141531,0.0004632419,0.000982609,0.005026543],"category_scores_gemma":[0.01158566,0.0005851811,0.0001681585,0.000669071,0.0003604584,0.000376811,0.0002013426,0.0009886471,0.0004558804],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004418321,"about_ca_system_score_gemma":0.003634772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01918263,"about_ca_topic_score_gemma":0.002912219,"domain_scores_codex":[0.9907603,0.004281688,0.003129175,0.0009436593,0.000145591,0.0007395425],"domain_scores_gemma":[0.9921731,0.005006367,0.001581406,0.0005039956,0.0006082222,0.0001268994],"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":[0.0000868888,0.0006417712,0.2352788,0.001395915,0.0004104056,0.000002244427,0.005637882,0.007094949,0.00001522203,0.08502766,0.6487079,0.01570036],"study_design_scores_gemma":[0.001766701,0.00006423359,0.1632597,0.001265315,0.00005855293,0.000002008462,0.001263189,0.0009788328,0.0001041674,0.008493716,0.8221335,0.000610038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2674483,0.02176238,0.008721411,0.6790692,0.002078506,0.001636024,0.00165343,0.0001086225,0.01752207],"genre_scores_gemma":[0.4554753,0.1137917,0.1181,0.168197,0.002311077,0.008805366,0.0008299881,0.0003688607,0.1321206],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5108722,"threshold_uncertainty_score":0.99966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5355937579289489,"score_gpt":0.5146172838863321,"score_spread":0.02097647404261682,"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."}}