{"id":"W2405672858","doi":"","title":"An investigation into the reasons for the under utilisation of mental health services amongst farmers","year":2004,"lang":"en","type":"dissertation","venue":"Leicester Research Archive (University of Leicester)","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Business; Null (SQL); Psychology; Medicine; Environmental health; Geography; Psychiatry; Computer science; Data mining","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00114468,0.0002255003,0.0003100818,0.00006869516,0.001619102,0.00007859191,0.001391463,0.0001685495,0.00003542899],"category_scores_gemma":[0.000005447347,0.0000901376,0.0002059703,0.0005187756,0.0005275788,0.000499957,0.000127897,0.0004883798,0.00000569813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100746,"about_ca_system_score_gemma":0.0001517704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03429776,"about_ca_topic_score_gemma":0.2521478,"domain_scores_codex":[0.997507,0.0006234259,0.0002822407,0.0004486294,0.0007419716,0.000396768],"domain_scores_gemma":[0.9979978,0.0006920333,0.0005927439,0.0002224398,0.000345072,0.0001499002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003187429,0.0007996038,0.0181168,0.002371549,0.0006994483,0.000003421144,0.5695699,0.0002390976,0.2113569,0.006039421,0.001099376,0.1865171],"study_design_scores_gemma":[0.000408074,0.001035828,0.5931045,0.0004937422,0.00006316038,0.000001594939,0.3965984,0.0002390325,0.0002084897,0.003471709,0.004160284,0.0002151699],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907969,0.0004739338,0.00007425889,0.006131001,0.0001119831,0.001819961,0.0003048566,0.00002526762,0.0002618764],"genre_scores_gemma":[0.9919003,0.0006692879,0.0003352193,0.0001646697,0.000130031,0.00001276106,0.006143793,0.000004473074,0.0006394881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5749877,"threshold_uncertainty_score":0.9996806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03537302516171961,"score_gpt":0.2894343800332627,"score_spread":0.254061354871543,"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."}}