{"id":"W4205415327","doi":"10.20944/preprints202201.0198.v1","title":"Role Identity, Dissonance, and Distress among Paramedics","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Emotional Labor in Professions","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Cognitive dissonance; Distress; Identity (music); Psychology; Mental distress; Social psychology; Mental health; Context (archaeology); Perspective (graphical); Meaning (existential); Situated; Thematic analysis; Self-justification; Qualitative research; Psychotherapist; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001864829,0.0002698419,0.0003645234,0.0001096417,0.001260647,0.00009058971,0.001354449,0.0003886185,0.004969272],"category_scores_gemma":[0.001255816,0.0003042336,0.0001475177,0.0002945505,0.0009136749,0.0003605932,0.006815061,0.001617792,0.0001888409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003150817,"about_ca_system_score_gemma":0.0004080409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006586524,"about_ca_topic_score_gemma":0.003556279,"domain_scores_codex":[0.9961569,0.0006969513,0.0004389634,0.0009516721,0.001267633,0.0004878899],"domain_scores_gemma":[0.9980127,0.0002920486,0.000376375,0.0008576619,0.0001505166,0.0003106847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009372588,0.0001162852,0.9167714,0.00006300135,0.00004931827,0.00001237314,0.007438352,0.00006551555,0.000043572,0.07490439,0.0001269551,0.0003995035],"study_design_scores_gemma":[0.0001010586,0.000003197488,0.8678036,0.0001482424,0.00004319843,5.34717e-7,0.003433651,0.00002164562,0.00002530181,0.1023928,0.02573777,0.0002889363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996999,0.000373981,0.00002180512,0.001463935,0.002007983,0.0006465339,0.0002130851,0.000209585,0.0953632],"genre_scores_gemma":[0.9846891,0.001365307,0.0001009028,0.0000979889,0.0003859769,0.0003682246,0.0001298066,0.00003468326,0.01282798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08498923,"threshold_uncertainty_score":0.999941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008352047963252,"score_gpt":0.4199539400542071,"score_spread":0.3191187352578819,"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."}}