{"id":"W4413608216","doi":"10.64628/aap.tsc4k4cex","title":"Les crises se multiplient : voici comment la science peut aider nos décideurs publics","year":2024,"lang":"fr","type":"preprint","venue":"","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; McMaster University","funders":"","keywords":"Humanities; Philosophy; Political science","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":[0.008102777,0.000543371,0.0007883824,0.001289435,0.00530288,0.01476641,0.001136929,0.01474726,0.01558578],"category_scores_gemma":[0.04309087,0.0004409518,0.0007045748,0.001958819,0.01057298,0.02001812,0.004918206,0.0115142,0.001623974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007408303,"about_ca_system_score_gemma":0.007449864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148779,"about_ca_topic_score_gemma":0.00807698,"domain_scores_codex":[0.9923347,0.004027697,0.0002307693,0.0008894983,0.001440416,0.001076953],"domain_scores_gemma":[0.9734237,0.01670206,0.002492673,0.001632335,0.003672378,0.00207685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001125622,0.00005519623,0.001219019,0.000123748,0.00003239251,0.0004491275,0.004550994,0.0008181694,0.0003762755,0.9216942,0.0595047,0.01106364],"study_design_scores_gemma":[0.00008492885,0.00003399534,0.00170267,0.0001864482,0.00002696325,0.000362234,0.008928425,0.002178553,0.0004931661,0.8447731,0.1411872,0.00004230869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03669623,0.003588662,0.008774109,0.8500795,0.00234406,0.00004129469,0.0002104749,0.0001141558,0.09815153],"genre_scores_gemma":[0.9092325,0.005884478,0.004253605,0.03947181,0.004644642,0.0001454892,0.0001293654,0.0001683595,0.0360698],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01558578,"threshold_uncertainty_score":0.05375129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1427179814489762,"score_gpt":0.4195303457275794,"score_spread":0.2768123642786032,"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."}}