{"id":"W4393082246","doi":"10.2196/49262","title":"Investigating Patient Satisfaction Through Web-Based Reviews of Norwegian Dentists: Quantitative Study Using the Meaning Extraction Method","year":2024,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Dental Anxiety and Anesthesia Techniques","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitetet i Bergen; Universitetet i Tromsø","keywords":"Norwegian; Meaning (existential); Extraction (chemistry); Psychology; Computer science; Dentistry; Medicine; Information retrieval; Linguistics; Chromatography; Chemistry; Philosophy; Psychotherapist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01560626,0.0003531779,0.001086955,0.004381261,0.001201603,0.001957674,0.0006131191,0.0006287891,0.001257745],"category_scores_gemma":[0.0803339,0.0004251459,0.000679249,0.004093579,0.001219005,0.001413151,0.001825527,0.0007052308,0.000253626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002191633,"about_ca_system_score_gemma":0.002974508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746472,"about_ca_topic_score_gemma":0.003484206,"domain_scores_codex":[0.970464,0.01916255,0.004067381,0.001287154,0.004456084,0.0005629014],"domain_scores_gemma":[0.8767617,0.09414497,0.01546028,0.001332328,0.01132485,0.0009757645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009465683,0.0006410803,0.2619774,0.008414133,0.0002678702,0.002172976,0.5818521,0.0003505257,0.007761708,0.0004048392,0.002739049,0.1324718],"study_design_scores_gemma":[0.000144834,0.001990953,0.5140066,0.003413018,0.0003192648,0.002534716,0.4477248,0.002160098,0.005525186,0.000384453,0.02156978,0.0002263131],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948717,0.0008606222,0.001378611,0.0002586532,0.00002299727,0.0006991666,0.0006956015,0.00001595933,0.001196724],"genre_scores_gemma":[0.9897254,0.001186113,0.005064472,0.000257612,0.00003578651,0.002425957,0.0005551124,0.00002765979,0.0007219492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01560626,"threshold_uncertainty_score":0.08253473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1989712614585757,"score_gpt":0.4613574953631341,"score_spread":0.2623862339045583,"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."}}