{"id":"W4402997308","doi":"10.3390/agronomy14102238","title":"Why Do Farmers Disadopt Successful Innovations? Socio-Ecological Niches and Rice Intensification","year":2024,"lang":"en","type":"article","venue":"Agronomy","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Ecological niche; Niche; Ecology; Geography; Agroforestry; Business; Biology; Habitat","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002289603,0.0001307014,0.0001128247,0.00002033222,0.0002974951,0.0004171827,0.0001294096,0.00009895582,0.0006341005],"category_scores_gemma":[0.00005986678,0.00004497767,0.00004185427,0.0008366113,0.0001068926,0.0006689764,0.00006643946,0.0001777493,0.00006382452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115453,"about_ca_system_score_gemma":0.000007519508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002323947,"about_ca_topic_score_gemma":0.00005611689,"domain_scores_codex":[0.9991225,0.00004999067,0.0002265544,0.0003236679,0.0001014515,0.0001758248],"domain_scores_gemma":[0.9992733,0.0004266774,0.00007400681,0.00004077067,0.0001400844,0.00004513406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003460507,0.000275495,0.04922548,0.00006987615,0.0001845566,0.00001499048,0.0008888009,0.000007907244,0.1079331,0.1128859,0.2345396,0.4939397],"study_design_scores_gemma":[0.00004823548,0.00009222093,0.4175995,0.00002230817,0.00002864397,0.00001768284,0.004063686,0.0000714992,0.0002193107,0.003181513,0.574409,0.0002463853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512305,0.0007718909,0.00005759376,0.04491581,0.0001383438,0.0001689969,0.00001351749,0.0001270501,0.002576259],"genre_scores_gemma":[0.9973908,0.000117258,0.0003209076,0.001231281,0.0002145607,0.00004557573,0.0001494927,8.798322e-7,0.0005292303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4936933,"threshold_uncertainty_score":0.6942956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036705915987474,"score_gpt":0.2594128485680836,"score_spread":0.2290457894082089,"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."}}