{"id":"W7036964487","doi":"","title":"Chapitre IV. Documenter, imaginer (Carl Leblanc)","year":2025,"lang":"fr","type":"book-chapter","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Public health; Simple (philosophy)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0007070183,0.001113118,0.001044337,0.0007933561,0.0005923665,0.0006744132,0.002595576,0.001556685,0.003873099],"category_scores_gemma":[0.0004853134,0.001177183,0.0006877671,0.0007141063,0.0006510893,0.001658334,0.001026568,0.002420641,0.000738634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009625345,"about_ca_system_score_gemma":0.002123064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001584982,"about_ca_topic_score_gemma":0.0001588405,"domain_scores_codex":[0.9951401,0.000356176,0.0007188812,0.0016462,0.0009252676,0.001213366],"domain_scores_gemma":[0.9952915,0.0008335738,0.0006880212,0.001410551,0.0008871517,0.0008892246],"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":[0.00003554893,0.0001220244,0.000161576,0.00009513813,0.0003880234,0.0003788633,0.001443396,0.00002140341,0.000363253,0.7788036,0.134932,0.08325512],"study_design_scores_gemma":[0.001859525,0.0001699774,0.005217516,0.001418598,0.0004070548,0.0002392441,0.0007597323,0.0008279702,0.0003418406,0.007619783,0.9798379,0.00130084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001192675,0.001903431,0.01203507,0.1492757,0.008299496,0.001165063,0.0004830337,0.0003475287,0.825298],"genre_scores_gemma":[0.001818055,0.000723402,0.04639224,0.003177335,0.001852806,0.0000309941,0.0002732633,0.00007671166,0.9456552],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8449059,"threshold_uncertainty_score":0.9998808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0517354915628879,"score_gpt":0.2879676574762882,"score_spread":0.2362321659134003,"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."}}