{"id":"W4313072379","doi":"10.2196/40496","title":"Multisite Agricultural Veterans Affairs Farming and Recovery Mental Health Services (VA FARMS) Pilot Program: Protocol for a Responsive Mixed Methods Evaluation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Veterans Affairs; Agriculture; Mental health; Program evaluation; Medicine; Business; Environmental health; Political science; Alternative medicine; Geography; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008609875,0.000339055,0.0004228384,0.00007331031,0.0028086,0.0003809007,0.0006068774,0.0000806417,0.0001731864],"category_scores_gemma":[0.00004828774,0.0001359214,0.0001446923,0.00110307,0.00009345964,0.0003907832,0.0007211492,0.0006307888,0.000005381818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003882727,"about_ca_system_score_gemma":0.00007433037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004357465,"about_ca_topic_score_gemma":0.001327714,"domain_scores_codex":[0.9900476,0.005891765,0.0006130029,0.0009714181,0.001528539,0.0009477105],"domain_scores_gemma":[0.9979762,0.0006937689,0.0003135939,0.0001612815,0.0005780591,0.000277033],"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":[0.007794055,0.005581514,0.001532983,0.0004746353,0.00008642243,0.000005418705,0.006139399,0.0000196177,0.08764061,0.00003859471,0.003525394,0.8871614],"study_design_scores_gemma":[0.009697844,0.08788973,0.2200389,0.0006605666,0.00001373209,0.00005034092,0.1240722,0.0007679499,0.001083097,0.0003540906,0.5544938,0.0008776759],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05407307,0.000007383648,0.000004346045,0.001046577,0.0000201326,0.9443786,0.0001895306,0.0001462223,0.0001341489],"genre_scores_gemma":[0.01945068,4.37516e-7,0.001819973,0.00008287636,0.0001999807,0.977984,0.000237128,0.000005695974,0.0002192003],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8862837,"threshold_uncertainty_score":0.9984896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2761478554164253,"score_gpt":0.5688537239192205,"score_spread":0.2927058685027952,"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."}}