{"id":"W3036921893","doi":"","title":"Les évolutions sociodémographiques récentes des espaces ruraux français : des dynamiques plurielles","year":2018,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GDG Environnement","funders":"","keywords":"Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001961661,0.0003892586,0.0003842917,0.004099184,0.0009509846,0.002853413,0.0007651701,0.001000891,0.00774118],"category_scores_gemma":[0.004682694,0.0003200678,0.0006713802,0.006332878,0.0009150961,0.002007641,0.001150477,0.000831367,0.0007734955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00288612,"about_ca_system_score_gemma":0.002183079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3960231,"about_ca_topic_score_gemma":0.34982,"domain_scores_codex":[0.9988336,0.0002815232,0.0000829026,0.0003160668,0.0001996344,0.0002863225],"domain_scores_gemma":[0.9935242,0.002232875,0.001545047,0.0004256651,0.001574322,0.0006979623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001666111,0.00005015036,0.9620366,0.00009822503,0.0003235202,0.00021781,0.01026742,0.000665035,0.0009111605,0.002810984,0.001172631,0.02127981],"study_design_scores_gemma":[0.000002451566,0.00002228621,0.9924276,0.00002847352,0.00002365279,0.00006439982,0.00396197,0.0002086536,0.00004987013,0.0001034837,0.003095534,0.00001164754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911708,0.001450666,0.0003433012,0.0006348662,0.00001273604,0.000009160077,0.002824241,0.00002335305,0.003530828],"genre_scores_gemma":[0.9941128,0.0007735054,0.0002802463,0.00004907313,0.00002051274,0.00001965496,0.001263552,0.00001126633,0.003469483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3960231,"threshold_uncertainty_score":0.787436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0352544131061915,"score_gpt":0.2598875149198863,"score_spread":0.2246331018136948,"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."}}