{"id":"W4387030463","doi":"","title":"Fronts de sciences 2018. Conseil scientifique de la Fondation pour la recherche sur la biodiversité","year":2018,"lang":"fr","type":"book","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":"Université Laval","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003152556,0.0009369584,0.0006791726,0.002035462,0.001508143,0.003445305,0.0005150491,0.00141071,0.2528384],"category_scores_gemma":[0.0008802299,0.0003291395,0.0003823307,0.001947418,0.0007516626,0.002839944,0.001060841,0.002570504,0.1450579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002459783,"about_ca_system_score_gemma":0.001326185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006293187,"about_ca_topic_score_gemma":0.01948392,"domain_scores_codex":[0.9997945,0.00001754479,0.000008754337,0.00003147036,0.0001266849,0.0000211161],"domain_scores_gemma":[0.9997345,0.0000766838,0.00001699591,0.00002234865,0.0001019131,0.00004753964],"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":[0.00003534251,0.00001510186,0.00008654966,0.0002412936,0.000003458904,0.00003576216,0.0001507072,0.00008814172,0.0003574932,0.0434845,0.8284336,0.1270681],"study_design_scores_gemma":[0.000001767903,0.000003166664,0.0001716891,0.00007354353,7.770279e-7,0.00002366177,0.00002506143,0.00002160681,0.00003527671,0.002226042,0.9974165,9.153425e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003712345,0.03459134,0.0005871786,0.0040925,0.004926914,0.00003183279,0.0007518492,0.0001915613,0.9544555],"genre_scores_gemma":[0.001478189,0.008680736,0.0002129335,0.0003646129,0.0006055973,0.00002064775,0.0003498131,0.00007781959,0.9882096],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2528384,"threshold_uncertainty_score":0.8458287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180004248810501,"score_gpt":0.2952521628081586,"score_spread":0.1772517379271085,"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."}}