{"id":"W4387790453","doi":"10.2139/ssrn.4600119","title":"Acceptability and Effectiveness Study of Internet-Delivered Cognitive Behaviour Therapy for Agriculture Producers","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Varied Academic Research Topics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Agriculture; The Internet; Cognition; Business; Psychology; Marketing; Computer science; Geography; Psychiatry; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004928485,0.000366449,0.0005814461,0.0003009176,0.0001807005,0.0002844469,0.0006392646,0.0002994258,0.0000153183],"category_scores_gemma":[0.0006515492,0.0002829329,0.0001864786,0.0002846236,0.00008515317,0.0003613881,0.00079392,0.004124209,0.00000392181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005064902,"about_ca_system_score_gemma":0.0006583141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00102099,"about_ca_topic_score_gemma":0.0009011652,"domain_scores_codex":[0.9967945,0.0001276344,0.0005044424,0.0006895457,0.0005009771,0.001382962],"domain_scores_gemma":[0.9980772,0.0002094812,0.0006593948,0.0002269205,0.000802963,0.00002406468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003704052,0.002164886,0.8498378,0.001874063,0.00397774,0.00001118343,0.001919078,0.0001688894,0.000597303,0.009159167,0.00060393,0.1259819],"study_design_scores_gemma":[0.006959634,0.0008566911,0.7522449,0.0003566603,0.0005361933,0.00001723078,0.01719878,0.0002486469,0.0003041998,0.2203618,0.0001750216,0.0007401939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938832,0.0009151935,0.0007283358,0.0002573413,0.0004051755,0.003660029,0.00001462728,0.00006379921,0.00007231387],"genre_scores_gemma":[0.9973201,0.0009622688,0.000009485353,0.00002995521,0.001108684,0.0002928358,0.00004746813,0.00005873615,0.0001704555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2112026,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03392286339332987,"score_gpt":0.3135882931459046,"score_spread":0.2796654297525747,"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."}}