{"id":"W4392721011","doi":"10.1007/s44248-024-00008-0","title":"Canadian agriculture technology adoption","year":2024,"lang":"en","type":"article","venue":"Discover Data","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; Government of Alberta; Olds College","funders":"","keywords":"Agriculture; Business; Agricultural economics; Geography; Economics; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001091924,0.00009172632,0.00006465706,0.00002442526,0.0001731577,0.0003200962,0.000501382,0.0001042295,0.0009603129],"category_scores_gemma":[0.0000290008,0.00002576106,0.0000199724,0.001119377,0.00002110388,0.001030909,0.0001397444,0.000159627,0.0003596523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003989133,"about_ca_system_score_gemma":0.00002627628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03736804,"about_ca_topic_score_gemma":0.2686051,"domain_scores_codex":[0.9992738,0.00001421176,0.0001076633,0.0003163413,0.00009671046,0.0001912485],"domain_scores_gemma":[0.9997288,0.00004312837,0.00002275641,0.0001198905,0.00003746216,0.00004796214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004234974,0.00003923009,0.003941782,0.00001549682,0.00006129385,0.00005614155,0.00004258326,0.000003482984,0.07776956,0.05304124,0.5725577,0.2924672],"study_design_scores_gemma":[0.00001191607,0.0000214222,0.01392875,0.00002158874,0.00001400057,0.0000252287,0.000372655,0.00007967981,0.0001667743,0.0007903879,0.9844465,0.0001211235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9005758,0.003061817,0.00001925815,0.07593299,0.0007140879,0.0002751292,0.004044444,0.0003636554,0.01501288],"genre_scores_gemma":[0.9901686,0.0001341035,0.00008874225,0.0002741416,0.0003788537,0.000008002325,0.006756957,5.618174e-7,0.002190079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4118887,"threshold_uncertainty_score":0.999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03893550699186558,"score_gpt":0.2651785560282306,"score_spread":0.2262430490363651,"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."}}