{"id":"W4410188744","doi":"10.1080/21550085.2025.2496835","title":"Just Transition and Social Acceptability: A Canadian Case","year":2025,"lang":"en","type":"article","venue":"Ethics Policy & Environment","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de recherche du Québec","keywords":"Transition (genetics); Political science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009521151,0.00007792968,0.00008643575,0.00009144584,0.001559483,0.0000680946,0.00007671136,0.0002801143,0.0002705859],"category_scores_gemma":[0.0001214619,0.00009201246,0.00004969814,0.0001377814,0.0004981107,0.0000711236,0.00001894614,0.0003788079,0.00001957822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008134765,"about_ca_system_score_gemma":0.00140833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.515333,"about_ca_topic_score_gemma":0.4778665,"domain_scores_codex":[0.9989484,0.0002891376,0.0001236701,0.0001806795,0.0001841184,0.0002740074],"domain_scores_gemma":[0.9995743,0.0001159793,0.00002390011,0.0001001931,0.00001369752,0.0001719173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001845993,0.00004226505,0.0005619606,0.00002372193,0.00001600396,0.00001092291,0.5838591,0.00001159791,0.000006319404,0.4081666,0.000391012,0.006908619],"study_design_scores_gemma":[0.0004493013,0.00002359913,0.03577977,0.00001153247,0.00008509384,0.00001173856,0.3016214,0.000273271,0.000008189679,0.02199011,0.6393519,0.0003940479],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5183744,0.00006871635,0.0003431292,0.4392627,0.0002528004,0.0003612413,0.00007903828,0.00003730024,0.04122063],"genre_scores_gemma":[0.9873865,0.0001777986,0.0001269641,0.01001341,0.0001822776,0.00001821616,0.00001140986,0.000005547314,0.002077829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6389609,"threshold_uncertainty_score":0.9997404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05777117980570779,"score_gpt":0.389090366030843,"score_spread":0.3313191862251352,"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."}}