{"id":"W4386648167","doi":"10.3168/jds.2023-23279","title":"Attitudes of western Canadian dairy farmers toward technology","year":2023,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Timeline; Thematic analysis; Affect (linguistics); Marketing; Emerging technologies; Business; Agricultural science; Biotechnology; Psychology; Qualitative research; Geography; Sociology; Computer science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006056816,0.00005894711,0.0001245612,0.0002852033,0.0002324151,0.00003220048,0.0006138074,0.00003264096,0.00006510595],"category_scores_gemma":[0.0002835934,0.00002451829,0.00003896355,0.003581988,0.0005288378,0.0003125707,0.00008854469,0.00009847078,0.00003668284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007620972,"about_ca_system_score_gemma":0.0002716184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864332,"about_ca_topic_score_gemma":0.003551828,"domain_scores_codex":[0.99902,0.000009719439,0.0002561382,0.0001135845,0.0003717053,0.0002288417],"domain_scores_gemma":[0.9990481,0.00007047853,0.0001996444,0.00004025158,0.0005444439,0.00009705628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005214659,0.00005811839,0.9008701,0.000006426778,0.00002124025,0.00001371849,0.0003976542,0.00004190315,0.07207921,0.001848269,0.006661072,0.01799702],"study_design_scores_gemma":[0.00004442532,0.0001246921,0.9806328,0.00002665703,0.000004607073,0.0000213666,0.003529994,0.00000360892,0.001234103,0.0004204935,0.01389662,0.00006063193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834095,0.00005496036,9.525763e-7,0.01511487,0.0004997322,0.0000376793,0.00001588876,0.00001278238,0.0008536821],"genre_scores_gemma":[0.9992844,0.00003329107,0.0001935197,0.0001552367,0.00009229088,0.000001026701,0.000001470929,3.313468e-7,0.0002384432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07976265,"threshold_uncertainty_score":0.2818325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05890723433117,"score_gpt":0.2961091058991732,"score_spread":0.2372018715680032,"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."}}