{"id":"W4240017599","doi":"10.12927/hcq.2016.24480","title":"Peer Support","year":2016,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Nursing; Psychology; Medicine; Medical education; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001160007,0.000190399,0.0002698554,0.0001037782,0.0007256789,0.000004414521,0.0001821785,0.0002125969,0.003604782],"category_scores_gemma":[0.0000251003,0.0001209411,0.00006929664,0.0001305514,0.00004421041,0.0001568745,0.00002230798,0.0003229011,0.01152998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004140514,"about_ca_system_score_gemma":0.0007785163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001024127,"about_ca_topic_score_gemma":0.001306382,"domain_scores_codex":[0.996372,0.0005818226,0.0008591837,0.0003814497,0.0006661051,0.00113942],"domain_scores_gemma":[0.9977772,0.0003395399,0.0002391516,0.0004962242,0.0004419605,0.000705904],"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":[0.0002775427,0.000153676,0.2610908,0.00217368,0.00001687761,0.00002594612,0.02066497,8.384585e-9,0.000221449,0.02618482,0.1853252,0.503865],"study_design_scores_gemma":[0.002230938,0.003719973,0.02627976,0.0009577941,0.000007289763,0.000003838133,0.00708736,0.000001763445,0.00004743549,0.004206798,0.9551426,0.0003144158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6564954,0.0003309927,0.001614644,0.2424616,0.01202133,0.005017318,0.0007247028,0.000863201,0.08047077],"genre_scores_gemma":[0.9343212,0.00002916067,0.0002463855,0.01695105,0.0007429383,0.0003894157,0.0001319255,0.00003664688,0.0471513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7698175,"threshold_uncertainty_score":0.997306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1900073866948305,"score_gpt":0.4469653721105333,"score_spread":0.2569579854157028,"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."}}