{"id":"W7084181171","doi":"","title":"Avant-propos","year":2025,"lang":"fr","type":"book-chapter","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Moment (physics); Relation (database); Work (physics); Context (archaeology)","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":[0.001020363,0.001023933,0.0004649573,0.001557057,0.004382513,0.006603468,0.001130115,0.002269574,0.1074526],"category_scores_gemma":[0.002592821,0.0004119268,0.0006157632,0.001107055,0.002814465,0.005918131,0.002740634,0.003552546,0.05260878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004993291,"about_ca_system_score_gemma":0.002794137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01209564,"about_ca_topic_score_gemma":0.02387804,"domain_scores_codex":[0.9989612,0.0002179829,0.00004370943,0.0002786249,0.0003643007,0.0001341951],"domain_scores_gemma":[0.9992938,0.0001807035,0.00003109064,0.0001058521,0.0002647649,0.0001236722],"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":[0.00004773287,0.00002556677,0.0002709597,0.0001867976,0.000008612972,0.0003508636,0.004593278,0.0001760358,0.0005922082,0.5728317,0.3321411,0.08877513],"study_design_scores_gemma":[0.000001129143,0.000003901883,0.00004155757,0.00005132312,0.000001427145,0.0001005915,0.0002442796,0.00002328413,0.00009771514,0.00465082,0.9947806,0.000003341853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001821098,0.01537323,0.005873241,0.01176734,0.009838309,0.00006066966,0.000270732,0.0003471971,0.9546483],"genre_scores_gemma":[0.0133361,0.004762017,0.002559117,0.002677917,0.000970374,0.00003981619,0.0001793374,0.0002700419,0.9752052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1074526,"threshold_uncertainty_score":0.3594646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913935880024816,"score_gpt":0.2477377042315183,"score_spread":0.2285983454312701,"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."}}