{"id":"W7061670838","doi":"","title":"A role identity perspective on paramedic mental health","year":2022,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Identity (music); Perspective (graphical); Anxiety; Interview; Meaning (existential); Social identity theory; Situated; Social identity approach","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000366136,0.0002821333,0.0002798144,0.0001746239,0.0001610281,0.00004671189,0.0002970551,0.00009754285,0.03491927],"category_scores_gemma":[0.00000191193,0.0003701389,0.0001293023,0.0003872201,0.00001116569,0.0002126961,0.00004779407,0.0005842348,0.00008952727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394477,"about_ca_system_score_gemma":0.0000514481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000359714,"about_ca_topic_score_gemma":0.0005068431,"domain_scores_codex":[0.9989779,0.00002421573,0.0001183367,0.0002871856,0.0002920296,0.0003003447],"domain_scores_gemma":[0.999598,0.00001074378,0.00005687154,0.0001858298,0.00002058924,0.0001280054],"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":[0.0005554344,0.0005100403,0.0001043508,0.001445568,0.002101706,0.0002611418,0.04130111,0.02843686,0.003464728,0.1855857,0.03061802,0.7056153],"study_design_scores_gemma":[0.0004996468,0.0001272532,0.0004122486,0.0001289257,0.00003726462,0.000002305685,0.033781,0.002284797,0.00005463763,0.000233992,0.9619339,0.0005040129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01177623,0.0005141738,0.00005108217,0.00003730021,0.001226114,0.0002709714,0.0001162525,0.0004050598,0.9856028],"genre_scores_gemma":[0.3989718,0.0009691285,0.0001851129,0.0001433602,0.000441668,0.000008027308,0.001652939,0.0004916115,0.5971364],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9313159,"threshold_uncertainty_score":0.9998751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005563073235266755,"score_gpt":0.2044819645401429,"score_spread":0.1989188913048761,"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."}}