{"id":"W4391577751","doi":"10.14321/fourthgenre.26.1.0103","title":"Strata","year":2024,"lang":"fr","type":"article","venue":"Fourth Genre Explorations in Nonfiction","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001047049,0.0001514444,0.0001116985,0.0002840538,0.0004007706,0.0004568452,0.0001636044,0.000223002,0.002563732],"category_scores_gemma":[0.000187369,0.0001786976,0.00007943657,0.001637906,0.000213639,0.00301617,0.0000140898,0.0004840784,0.003264991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003164219,"about_ca_system_score_gemma":0.0008059186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282419,"about_ca_topic_score_gemma":0.007656051,"domain_scores_codex":[0.9981242,0.0004838605,0.0003362751,0.0003674652,0.0003627999,0.0003253347],"domain_scores_gemma":[0.9990042,0.0005444364,0.0000661071,0.0001853974,0.00009790795,0.0001018824],"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":[0.00001042354,0.0002345798,0.0003974547,0.0001166797,0.00005757841,0.00002145087,0.07997738,0.001626004,0.00004937314,0.7930638,0.03768674,0.08675855],"study_design_scores_gemma":[0.0000633273,0.00004669841,0.0005504217,0.0002191572,0.00005826711,0.000007562873,0.06032304,0.00338205,0.00002370492,0.01260192,0.9225237,0.000200176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03025751,0.1019386,0.01694241,0.501501,0.06357624,0.0009224032,0.0001462268,0.0004564803,0.2842592],"genre_scores_gemma":[0.9096104,0.006708905,0.00207796,0.0002923046,0.0051491,0.0001344321,0.0001536366,0.00003034364,0.07584292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8848369,"threshold_uncertainty_score":0.9983481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1309221520379241,"score_gpt":0.4059448896054159,"score_spread":0.2750227375674918,"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."}}