{"id":"W7003201112","doi":"","title":"Avant-propos","year":2018,"lang":"fr","type":"book-chapter","venue":"OpenEdition (OpenEdition)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intuition; Circumstantial evidence; Limiting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001584746,0.001164003,0.000630479,0.001544537,0.003960092,0.0083111,0.001801262,0.003034737,0.1540165],"category_scores_gemma":[0.005309965,0.0004795074,0.0007981316,0.001217341,0.002167682,0.008050662,0.003953422,0.003893393,0.0867076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003404502,"about_ca_system_score_gemma":0.002661437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005023638,"about_ca_topic_score_gemma":0.007689285,"domain_scores_codex":[0.9980289,0.000384656,0.00009650991,0.0005533221,0.0006867955,0.000249747],"domain_scores_gemma":[0.9984844,0.0003058455,0.00006498959,0.0002729016,0.0006043204,0.0002675479],"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":[0.00008527553,0.00005034794,0.0005557116,0.0003508686,0.0000208203,0.0005394125,0.002683756,0.0003617185,0.001082133,0.4277342,0.3911072,0.1754285],"study_design_scores_gemma":[0.000002852669,0.000008419379,0.00007733831,0.00009588023,0.000003966571,0.0002068668,0.0002621116,0.00007101342,0.0002427106,0.009754509,0.9892665,0.000007805746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003418893,0.02125287,0.02488323,0.02808615,0.02552881,0.0001270766,0.0008492091,0.001529608,0.8943241],"genre_scores_gemma":[0.02643905,0.008120344,0.01071129,0.006921095,0.003055806,0.0001093096,0.0008831143,0.0008553391,0.9429047],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1540165,"threshold_uncertainty_score":0.5152365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136711972608037,"score_gpt":0.2516796881093869,"score_spread":0.2380084908485832,"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."}}