{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008210132,0.0003804929,0.0004197113,0.001385072,0.008703617,0.00429961,0.001208102,0.001467055,0.001400786],"category_scores_gemma":[0.02080372,0.0002798964,0.0002944191,0.0009028947,0.01261772,0.003673648,0.008176561,0.002654299,0.0001241594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006178644,"about_ca_system_score_gemma":0.004224924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02052618,"about_ca_topic_score_gemma":0.02703253,"domain_scores_codex":[0.9945078,0.003255136,0.0002970128,0.0004607775,0.0007400459,0.0007392065],"domain_scores_gemma":[0.9922167,0.004228242,0.001635067,0.0004777451,0.0006750367,0.0007671311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005762524,0.00003991142,0.03178361,0.00008082182,0.00000817521,0.0004676903,0.9562802,0.00004721517,0.0006801737,0.004273679,0.0002699757,0.006010936],"study_design_scores_gemma":[0.000006338953,0.00004337444,0.03130402,0.00008447892,0.000005325771,0.0002771395,0.9618326,0.0001279345,0.000208908,0.003135021,0.002955833,0.00001889378],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927058,0.0004439425,0.0009489511,0.002109688,0.0000365329,0.00003669615,0.00002019015,0.000003621942,0.003694536],"genre_scores_gemma":[0.9989881,0.0001735602,0.0002358167,0.0002118582,0.00001075958,0.0000266291,0.000008278264,0.000002347077,0.0003425621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02052618,"threshold_uncertainty_score":0.04482943,"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."}}