{"id":"W1779274002","doi":"","title":"Atelier \"Systèmes d'Information et de Décision pour l'Environnement\" (SIDE 2008) : actes de l'atelier","year":2008,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0175002,0.0007444202,0.0008014724,0.0005764096,0.002455703,0.0009330541,0.001850435,0.0008432358,0.0005397594],"category_scores_gemma":[0.004085072,0.0008151063,0.0005684335,0.0011056,0.001125303,0.001786947,0.001495309,0.00105254,0.001181631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178362,"about_ca_system_score_gemma":0.001672998,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201448,"about_ca_topic_score_gemma":0.006936584,"domain_scores_codex":[0.9843343,0.01037487,0.001806571,0.0007263889,0.001481414,0.001276397],"domain_scores_gemma":[0.9892923,0.002610755,0.001874436,0.001774514,0.003944125,0.0005039205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004105375,0.0007693896,0.02694651,0.0005103504,0.0005001483,0.0000110016,0.4973554,0.001438898,0.0004842416,0.3789268,0.02076234,0.07225382],"study_design_scores_gemma":[0.001400083,0.000002057461,0.09597174,0.003417764,0.0001719791,0.00006665889,0.01137496,0.009475114,0.004330855,0.01196513,0.8603606,0.001463053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2717601,0.002863145,0.1391404,0.05974997,0.001167301,0.001810954,0.0002282199,0.0005629039,0.5227171],"genre_scores_gemma":[0.8854883,0.02193819,0.05020129,0.001087895,0.0001285533,0.0003349266,0.000701985,0.00007197407,0.04004693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8395983,"threshold_uncertainty_score":0.9995961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598086104186901,"score_gpt":0.2488649074222972,"score_spread":0.2328840463804281,"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."}}