{"id":"W6982163725","doi":"","title":"Healthcare professionals’ preferences and needs for continuing professional development activities: A Q-methodology study","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Q Methodology Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Viewpoints; Health care; Identification (biology); Continuing professional development; Health professionals; Professional development; Healthcare delivery; Factor (programming language); Continuing education","routes":{"ca_aff":false,"ca_fund":true,"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":[0.05429832,0.0005346083,0.0007655571,0.003278399,0.002276773,0.002402639,0.0008690775,0.0009799906,0.001798687],"category_scores_gemma":[0.05443111,0.000742128,0.0008883398,0.003087547,0.001725549,0.00221459,0.0023522,0.001000863,0.0004217998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002678452,"about_ca_system_score_gemma":0.006512112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002627481,"about_ca_topic_score_gemma":0.003497756,"domain_scores_codex":[0.9775051,0.01570991,0.001793769,0.000938701,0.002117432,0.00193508],"domain_scores_gemma":[0.9551091,0.03050951,0.00457088,0.001187171,0.006931281,0.001692135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005097359,0.004044594,0.3871903,0.001129817,0.00006851894,0.00072091,0.5295532,0.0002368975,0.002223114,0.001062992,0.0007315831,0.07252838],"study_design_scores_gemma":[0.0003049386,0.007613479,0.2716877,0.0008136157,0.00007029559,0.0009276849,0.7038119,0.001998535,0.001634561,0.001120656,0.00993252,0.00008409366],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956338,0.00009465277,0.001907975,0.0001991804,0.000006079303,0.001541139,0.00006686076,0.00000407452,0.0005461549],"genre_scores_gemma":[0.9867107,0.00025116,0.007387848,0.0003574759,0.00001269624,0.004725558,0.0001035062,0.000005775189,0.0004453307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05429832,"threshold_uncertainty_score":0.2871605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.190802616096975,"score_gpt":0.4306479000543154,"score_spread":0.2398452839573404,"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."}}