{"id":"W4391135826","doi":"10.7202/1108448ar","title":"Introduction","year":2024,"lang":"fr","type":"article","venue":"Revue de l’Université de Moncton","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00205733,0.0008917702,0.0005189535,0.001628239,0.001977538,0.005088868,0.001495603,0.002288834,0.3677258],"category_scores_gemma":[0.00656754,0.0002549294,0.0007731587,0.001110658,0.001191054,0.002073739,0.002843022,0.001874135,0.1750789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002924778,"about_ca_system_score_gemma":0.004948399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007619822,"about_ca_topic_score_gemma":0.00690583,"domain_scores_codex":[0.9982382,0.0003163629,0.00006212457,0.0004232021,0.0006484453,0.0003117206],"domain_scores_gemma":[0.9974701,0.0004506754,0.0001368803,0.0003288621,0.0009879993,0.0006254888],"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":[0.0001647919,0.00007737285,0.001371804,0.0004460141,0.00001409414,0.0002466474,0.0006250378,0.0001954876,0.0009116068,0.1097183,0.6341048,0.252124],"study_design_scores_gemma":[0.000005099022,0.0000148978,0.0005367008,0.0001432791,0.000002508057,0.0001060469,0.0001035993,0.00001997208,0.000130011,0.003266414,0.995666,0.000005402693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004523335,0.009710697,0.01060367,0.02696144,0.01634381,0.0003236216,0.0054066,0.001456104,0.9246707],"genre_scores_gemma":[0.02411194,0.005128723,0.005020721,0.01026065,0.004153594,0.0002795825,0.003872393,0.0005253502,0.946647],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6322742,"threshold_uncertainty_score":0.9018624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00733337219754071,"score_gpt":0.1978587639142171,"score_spread":0.1905253917166764,"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."}}