{"id":"W4232683771","doi":"10.4000/physio-geo.166","title":"Varia 2008","year":2008,"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":[0.0003230121,0.002525796,0.002675765,0.000651221,0.00102436,0.0002602394,0.00219904,0.001568811,0.07279324],"category_scores_gemma":[0.0001709476,0.00286047,0.001333202,0.002371356,0.001392493,0.000733253,0.0008617904,0.0027816,0.9521311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001421148,"about_ca_system_score_gemma":0.001802704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002272643,"about_ca_topic_score_gemma":0.00005735306,"domain_scores_codex":[0.9900088,0.0009700884,0.001464713,0.002651701,0.001965544,0.002939119],"domain_scores_gemma":[0.9931374,0.000398536,0.001386596,0.00324489,0.0007877855,0.001044831],"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":[0.0002635264,0.001552047,0.00002219218,0.000585905,0.0008906848,0.0003049169,0.0007467922,0.002503887,0.04710597,0.001274928,0.9431194,0.001629743],"study_design_scores_gemma":[0.00174975,0.0002492176,0.004317078,0.000854529,0.0004817015,0.0002657463,0.00003836831,0.001773438,0.003034693,0.0006916943,0.9835668,0.002976948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008024706,0.04349553,0.0003065836,0.0007375038,0.0230209,0.002468001,0.01022893,0.0007540606,0.9109638],"genre_scores_gemma":[0.02690021,0.007645678,0.001827782,0.0006730048,0.01295026,0.0003120941,0.005670273,0.001952788,0.9420679],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8793378,"threshold_uncertainty_score":0.9997274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02966645511991177,"score_gpt":0.2770452337863472,"score_spread":0.2473787786664354,"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."}}