{"id":"W4408460093","doi":"10.21083/ruralreview.v6i1.6945","title":"Understanding transitions in agriculture: pathways from conventional to sustainable production systems","year":2022,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Production (economics); Agriculture; Sustainable agriculture; Sustainable production; Natural resource economics; Business; Environmental science; Economics; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.006682582,0.000509775,0.0005274857,0.003969037,0.00238766,0.01055494,0.001331967,0.00189067,0.003171338],"category_scores_gemma":[0.009317356,0.0003365927,0.0006986806,0.004907482,0.01309771,0.02430453,0.005646008,0.00289999,0.0002604617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006296062,"about_ca_system_score_gemma":0.008197399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006300073,"about_ca_topic_score_gemma":0.008817745,"domain_scores_codex":[0.9960438,0.002434145,0.0002308796,0.0005394969,0.0004094239,0.0003423229],"domain_scores_gemma":[0.9913936,0.00635839,0.001026254,0.0003037931,0.0006240265,0.0002938789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001076737,0.000150147,0.02417861,0.007846985,0.000155478,0.001154559,0.2672985,0.00319968,0.001271251,0.5690131,0.00261205,0.123012],"study_design_scores_gemma":[0.00001765812,0.0001715039,0.02343061,0.005733241,0.0001206871,0.0004494677,0.346478,0.001662448,0.0007241028,0.5107459,0.1104138,0.00005262129],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5208424,0.1527423,0.1017602,0.09998296,0.0006442246,0.0007656675,0.0008244963,0.0001761459,0.1222617],"genre_scores_gemma":[0.9651253,0.02345095,0.008744403,0.001376917,0.00004525331,0.000157164,0.0001162151,0.00001809605,0.0009658317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01055494,"threshold_uncertainty_score":0.04568142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06723675261246169,"score_gpt":0.2630462377266568,"score_spread":0.195809485114195,"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."}}