{"id":"W4239672527","doi":"10.4000/physio-geo.632","title":"Varia 2009","year":2009,"lang":"fr","type":"paratext","venue":"Physio-Géo","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0005546408,0.002505572,0.002603606,0.0006447606,0.000627553,0.0005240357,0.002244492,0.001573386,0.06557603],"category_scores_gemma":[0.0001530639,0.002812361,0.001230295,0.002325697,0.0006010192,0.0007458551,0.0004903573,0.002731734,0.934687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289131,"about_ca_system_score_gemma":0.001160344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074882,"about_ca_topic_score_gemma":0.00005036987,"domain_scores_codex":[0.9902827,0.0009659437,0.001442749,0.002591345,0.00177305,0.002944248],"domain_scores_gemma":[0.9934666,0.0002898574,0.001377052,0.003174755,0.0006870024,0.001004709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002750954,0.00173787,0.000006410768,0.0004261092,0.0005505328,0.0001129216,0.0003064226,0.002564397,0.06682183,0.004291211,0.9110135,0.01189367],"study_design_scores_gemma":[0.001659173,0.0004726115,0.006728265,0.00124936,0.0007689489,0.00005496112,0.00003326463,0.001775692,0.00276614,0.00576092,0.9757271,0.003003539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002885923,0.03429822,0.0003163546,0.001402061,0.01266515,0.002180468,0.008072803,0.0006841275,0.9374949],"genre_scores_gemma":[0.02958984,0.001594751,0.002197364,0.001600593,0.01353988,0.0001453539,0.00527592,0.00133182,0.9447245],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8691109,"threshold_uncertainty_score":0.9997228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01933723362101161,"score_gpt":0.287218820785808,"score_spread":0.2678815871647964,"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."}}