{"id":"W4407423871","doi":"10.55016/ojs/sppp.v18i1.80911","title":"Enhancing Agricultural Research and Development for Sustainable Growth in Canada","year":2025,"lang":"en","type":"article","venue":"The School of Public Policy Publications","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Sustainable development; Research development; Agricultural development; Business; Environmental planning; Environmental resource management; Geography; Environmental science; Biology; Ecology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009001,0.0000984673,0.0001470364,0.0001039887,0.0005232831,0.0001902673,0.0005229284,0.00004809411,0.00004254678],"category_scores_gemma":[0.001371522,0.00003396316,0.00002582521,0.001628544,0.00007950751,0.0003107346,0.0002125557,0.0001603658,0.000003088634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007169034,"about_ca_system_score_gemma":0.002077433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.777938,"about_ca_topic_score_gemma":0.8885077,"domain_scores_codex":[0.9986812,0.00008088371,0.0003425508,0.0002039172,0.0001277444,0.0005636999],"domain_scores_gemma":[0.9983354,0.0006292775,0.00008953271,0.00007653516,0.0007200212,0.0001492757],"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":[0.000006647679,0.00006684242,0.02740405,0.00003989967,0.00003531062,9.243225e-8,0.0001482889,0.000002191203,0.004126893,0.927002,0.03477882,0.006388959],"study_design_scores_gemma":[0.0001559332,0.00001928027,0.8666924,0.000009606614,0.000001811658,0.000001168606,0.004547129,0.000005231499,0.001292017,0.00823753,0.1189451,0.00009282383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879602,0.0001268822,0.000004541623,0.1083316,0.00001703557,0.0005821776,0.00002198452,0.00001373832,0.01130009],"genre_scores_gemma":[0.9916549,0.00003511315,0.00007848445,0.0004073737,0.0001280387,0.0003158828,0.00005844349,6.621723e-7,0.007321067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9187645,"threshold_uncertainty_score":0.4024724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04634733943143992,"score_gpt":0.2916602881110113,"score_spread":0.2453129486795714,"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."}}