{"id":"W4406306136","doi":"10.37433/aad.v6i1.531","title":"International interests: Student and industry perspectives on agicultural communications curriculum development in Ontario","year":2025,"lang":"en","type":"article","venue":"Advancements in Agricultural Development","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Thematic analysis; Curriculum; Public relations; Stakeholder; Agriculture; Focus group; Political science; Qualitative research; Medical education; Business; Marketing; Sociology; Pedagogy; Geography; Social science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002958096,0.0001840792,0.0001856037,0.0009558876,0.0142058,0.005734905,0.000878761,0.001128259,0.008124071],"category_scores_gemma":[0.004722384,0.0002262671,0.0001536699,0.002173983,0.003115549,0.001400536,0.004312009,0.001515315,0.0004531222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02797144,"about_ca_system_score_gemma":0.05517472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.645992,"about_ca_topic_score_gemma":0.8444645,"domain_scores_codex":[0.9968259,0.0007888817,0.00009373175,0.0001596055,0.0006862798,0.001445658],"domain_scores_gemma":[0.9916263,0.001061255,0.0007408943,0.00009088649,0.001283435,0.005197182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008006872,0.0002788677,0.08957735,0.0001216703,0.000005080567,0.001266268,0.8604732,0.0000892024,0.001720197,0.005743694,0.005813272,0.0348311],"study_design_scores_gemma":[0.000005224497,0.0001064415,0.05513744,0.0000757633,0.000003676482,0.0001288391,0.8688743,0.00009152413,0.0002482665,0.000199873,0.0751136,0.00001509082],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525524,0.0002048176,0.0001533225,0.007325015,0.00005553099,0.00004011127,0.0000584858,0.00001034798,0.03960004],"genre_scores_gemma":[0.9764835,0.0004309015,0.0001669149,0.0008007685,0.00002107082,0.00002494533,0.00003879702,0.00001010995,0.02202311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.354008,"threshold_uncertainty_score":0.7121856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03414007974494011,"score_gpt":0.310293873127696,"score_spread":0.2761537933827559,"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."}}