{"id":"W4405507506","doi":"10.1186/s12913-024-12095-5","title":"Dietitians as innovators: a deductive-inductive qualitative analysis","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Context (archaeology); Workforce; Medicine; Qualitative research; Nursing research; Health administration; Perception; Work (physics); Public relations; Legitimacy; Health informatics; Nursing; Health care; Medical education; Public health; Sociology; Psychology; Social science; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02552578,0.0005428632,0.0009422066,0.003753024,0.006698446,0.004288662,0.002466832,0.001407366,0.004427144],"category_scores_gemma":[0.02699602,0.0008111598,0.0006827755,0.005000422,0.00634467,0.003003703,0.005266905,0.001977825,0.0006177874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01106409,"about_ca_system_score_gemma":0.0138541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01375818,"about_ca_topic_score_gemma":0.01888251,"domain_scores_codex":[0.9888523,0.007417165,0.0005091349,0.0006630332,0.001547744,0.001010674],"domain_scores_gemma":[0.9745582,0.02027034,0.0009021869,0.0007461942,0.003024371,0.00049863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007467337,0.0001596784,0.003717812,0.001096868,0.000009635391,0.0008922321,0.9503925,0.0002485758,0.001073375,0.01032505,0.002652348,0.02935733],"study_design_scores_gemma":[0.00002857353,0.00007930629,0.002565473,0.001218582,0.00001694893,0.0002442859,0.9648747,0.0007512455,0.0009426828,0.005359826,0.0238917,0.00002681527],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8899267,0.001322754,0.05867265,0.005822016,0.0001566032,0.01494259,0.003648062,0.0001122681,0.02539643],"genre_scores_gemma":[0.8541626,0.002599564,0.1099742,0.002795646,0.00003672533,0.01697067,0.001866809,0.0001089708,0.01148489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02552578,"threshold_uncertainty_score":0.1349948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2230972827766354,"score_gpt":0.6367443417912177,"score_spread":0.4136470590145823,"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."}}