{"id":"W7019441976","doi":"","title":"Fractured: A Study of Intraprofessional Paramedic Dynamics on Professionalization in Ontario, Canada","year":2022,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professionalization; Ethos; Government (linguistics); Qualitative research; Variety (cybernetics); Dynamics (music); Skepticism; Conceptual framework; Discipline; Context (archaeology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003040343,0.0003533003,0.000643692,0.002096038,0.03680909,0.005024899,0.002300761,0.001257862,0.003669912],"category_scores_gemma":[0.007488562,0.000764272,0.000365746,0.004394086,0.009023542,0.001883277,0.004361877,0.002643798,0.000286025],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1818436,"about_ca_system_score_gemma":0.2656337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957858,"about_ca_topic_score_gemma":0.9987387,"domain_scores_codex":[0.9952347,0.0009673993,0.0001360804,0.0004066344,0.001351602,0.001903713],"domain_scores_gemma":[0.9897495,0.002373503,0.0008890685,0.0002211033,0.004021571,0.00274521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004922907,0.00007475982,0.0406439,0.0001325814,0.000008133677,0.0007219238,0.9424086,0.00007340829,0.0006818778,0.002112884,0.003089632,0.01000312],"study_design_scores_gemma":[0.00000620124,0.00004928269,0.07369192,0.0001615036,0.000007481807,0.00006307555,0.8996106,0.0001290331,0.0001473992,0.0001509702,0.02595687,0.0000257201],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811901,0.0006873173,0.0003321219,0.003512414,0.00004952363,0.0001679429,0.0002950857,0.00001023199,0.01375533],"genre_scores_gemma":[0.9883393,0.0007696991,0.0004228267,0.0009185112,0.00001118135,0.00008593524,0.0001183763,0.00001800514,0.009316096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1818436,"threshold_uncertainty_score":0.9489454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03600619442528657,"score_gpt":0.3597260346098196,"score_spread":0.323719840184533,"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."}}