{"id":"W2896501025","doi":"","title":"Simulating Farmer Adoption of Agricultural Best Management Practices in the Upper Medway Creek Subwatershed","year":2018,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Agricultural economics; Water resource management; Business; Agricultural science; Environmental science; Geography; Economics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002903086,0.0001712055,0.0001967166,0.00008165552,0.0001431761,0.00002220521,0.000446477,0.0001072041,0.001676717],"category_scores_gemma":[0.000007755778,0.0001492058,0.00009579025,0.0002161762,0.0001434322,0.0003683412,0.0001514667,0.0001329571,0.0002814568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182932,"about_ca_system_score_gemma":0.000003010858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04360533,"about_ca_topic_score_gemma":0.1372156,"domain_scores_codex":[0.9987294,0.0001063368,0.0001779042,0.0003190398,0.0004743428,0.0001929465],"domain_scores_gemma":[0.9990492,0.00003071817,0.0006175787,0.0002565007,0.00001342677,0.00003250627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009632407,0.002437091,0.2535581,0.002156035,0.0007530049,0.0001343452,0.6400621,0.005230502,0.0401819,0.0005904117,0.03308744,0.0208458],"study_design_scores_gemma":[0.0004542574,0.0001122001,0.5909968,0.0001189185,0.000163529,6.333833e-7,0.4028976,0.00009484547,0.0003243847,0.00002068767,0.00461779,0.000198358],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988266,0.00001273394,0.000004552,0.000721362,0.0001124958,0.0004992083,0.000005742573,0.0000089319,0.01036901],"genre_scores_gemma":[0.6964125,0.0001571697,0.002604495,0.0001018804,0.00001793472,0.00000231326,0.000366437,0.00001346617,0.3003238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3374387,"threshold_uncertainty_score":0.9992359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161652446263862,"score_gpt":0.219875093468445,"score_spread":0.2037098488420588,"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."}}