{"id":"W4310681433","doi":"","title":"D’hier à demain, ici et ailleurs : des regards pluriels sur le Québec","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association Internationale des Études Québécoises","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001838717,0.0005585508,0.0004824122,0.001546194,0.01651776,0.00879231,0.0008748919,0.003484827,0.02059365],"category_scores_gemma":[0.003382754,0.0003201801,0.0004678382,0.002654489,0.004463104,0.003489427,0.002284336,0.005926255,0.0009700269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06396937,"about_ca_system_score_gemma":0.05723765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.980207,"about_ca_topic_score_gemma":0.9868761,"domain_scores_codex":[0.9976844,0.0006116746,0.00005890015,0.0003375587,0.0005880695,0.0007194374],"domain_scores_gemma":[0.9977106,0.0004554247,0.0001208801,0.00009372317,0.001018048,0.0006013183],"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":[0.0002473045,0.0001204095,0.02048585,0.0002888149,0.0001071425,0.002332638,0.08225395,0.001027574,0.002674503,0.6316471,0.1532298,0.1055849],"study_design_scores_gemma":[0.00002063595,0.00004479648,0.02893711,0.0002903683,0.00002783738,0.0002260696,0.03305648,0.0004474545,0.0004959127,0.005853637,0.9305103,0.00008942434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3351172,0.03334065,0.005891945,0.2106149,0.003554763,0.0001926105,0.001556577,0.0001474729,0.409584],"genre_scores_gemma":[0.5718046,0.005203332,0.001347588,0.009262938,0.0003171957,0.00008878811,0.0002253024,0.0001030705,0.4116472],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06396937,"threshold_uncertainty_score":0.4641325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995478915977933,"score_gpt":0.2673243569438334,"score_spread":0.2373695677840541,"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."}}