{"id":"W2809793173","doi":"","title":"An investigation of quality assurance in the Thai therapeutic massage industry for critical competency and quality standards","year":2018,"lang":"en","type":"dissertation","venue":"ePublications@SCU (Southern Cross University)","topic":"Therapeutic Uses of Natural Elements","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality assurance; Quality (philosophy); Massage; Business; Medicine; Medical education; Alternative medicine; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004065477,0.0003247817,0.0005221421,0.0003961764,0.001102336,0.00008008706,0.0009894804,0.001141673,0.0001828174],"category_scores_gemma":[0.0008849093,0.0002854257,0.0001239304,0.0008047928,0.0005455978,0.0005493166,0.00005522656,0.001431826,0.000009373662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003612367,"about_ca_system_score_gemma":0.001650847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009096978,"about_ca_topic_score_gemma":0.007019198,"domain_scores_codex":[0.9949363,0.002291773,0.0009339841,0.0006238256,0.0007280443,0.0004861058],"domain_scores_gemma":[0.993861,0.002153972,0.0009552685,0.0009216365,0.001970329,0.0001378002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001367655,0.0003990069,0.6285281,0.002173541,0.000229612,0.000001282344,0.08446685,0.000001617794,0.001954358,0.2775218,0.0003347672,0.00302141],"study_design_scores_gemma":[0.002090039,0.0001789426,0.8798916,0.0003444847,0.0001273055,3.123335e-7,0.0876777,0.00002543673,0.00008693596,0.009395285,0.01974769,0.0004342501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884309,0.0002183355,0.0005181957,0.002384192,0.0003619447,0.001892448,0.003609705,0.00008496762,0.002499326],"genre_scores_gemma":[0.9924983,0.00003025878,0.001079236,0.0007888802,0.000154708,0.00006012713,0.001286974,0.00004945563,0.004052031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2681265,"threshold_uncertainty_score":0.9999598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038898110098728,"score_gpt":0.4805158388272348,"score_spread":0.3766260278173619,"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."}}