{"id":"W4416680120","doi":"10.2139/ssrn.5742082","title":"Exit Dynamics from Organic Certification in Quebec","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal; University of Northern British Columbia","funders":"","keywords":"Subsidy; Agriculture; Production (economics); Incentive; Certification; Resilience (materials science); Organic farming; Product (mathematics); Psychological resilience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00121434,0.0002197358,0.0005423925,0.001006668,0.00199417,0.003972764,0.000976542,0.001702776,0.02001899],"category_scores_gemma":[0.005418164,0.0001856172,0.0005099932,0.001313376,0.0008821943,0.001063562,0.001041137,0.001632162,0.0009208613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03837164,"about_ca_system_score_gemma":0.0184369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9775972,"about_ca_topic_score_gemma":0.9856222,"domain_scores_codex":[0.9989256,0.0001133012,0.00001841542,0.00009659847,0.0001382179,0.0007076964],"domain_scores_gemma":[0.995194,0.001356806,0.0007749753,0.00009614322,0.00119734,0.00138066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002867162,0.0008547149,0.7083603,0.0002210856,0.0002642602,0.001872296,0.003521133,0.069139,0.001947749,0.08556732,0.06425114,0.0611339],"study_design_scores_gemma":[0.0002751558,0.0002836658,0.8746598,0.0002414016,0.000106794,0.00016026,0.009151363,0.073407,0.0007374619,0.004962016,0.03590428,0.0001107277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630678,0.0006232842,0.000480124,0.004706436,0.00003510258,0.000045515,0.003113759,0.00004976893,0.02787815],"genre_scores_gemma":[0.9711725,0.0002042483,0.00006195381,0.0003117678,0.00001378451,0.000008869579,0.0008822488,0.00001319232,0.02733141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03837164,"threshold_uncertainty_score":0.278407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158569211094558,"score_gpt":0.2211121515280745,"score_spread":0.2095264594171289,"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."}}