{"id":"W2889747218","doi":"","title":"Quels contrôles pour un appareil de traitement robotisé de type Cyberknife ?","year":2007,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre d'expertise et de recherche en infrastructures urbaines","funders":"","keywords":"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005703575,0.0006273578,0.0006003947,0.0002205702,0.0004671141,0.0004508498,0.001477557,0.0006304064,0.0006688707],"category_scores_gemma":[0.0009842772,0.0007798806,0.0003211194,0.0006077018,0.0002590767,0.0001134832,0.0006512384,0.001086382,0.0003221674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008249561,"about_ca_system_score_gemma":0.0006356963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869717,"about_ca_topic_score_gemma":0.002184107,"domain_scores_codex":[0.9948123,0.001982622,0.0008749242,0.0008576577,0.0004525112,0.001019971],"domain_scores_gemma":[0.9930833,0.002091194,0.0004261227,0.002106039,0.001723732,0.00056962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001563914,0.001250626,0.004959539,0.0004303879,0.0004902558,0.00002414715,0.008361983,0.08743734,0.02199403,0.754861,0.004287747,0.1158873],"study_design_scores_gemma":[0.002828477,0.000002456801,0.06312191,0.005621773,0.0006676363,0.0001609203,0.0008405706,0.4293894,0.2020518,0.05021578,0.2420631,0.003036192],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06634753,0.005049339,0.8587668,0.01744709,0.0004252574,0.0008084808,0.0001116898,0.0005364463,0.05050737],"genre_scores_gemma":[0.6224346,0.002737825,0.359121,0.0002249462,0.0001335979,0.000148126,0.00050919,0.0001602087,0.01453045],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7046452,"threshold_uncertainty_score":0.9994652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01623266410594467,"score_gpt":0.2360169278384317,"score_spread":0.219784263732487,"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."}}