{"id":"W3079447325","doi":"10.4187/respcare.07823","title":"A Cross-Sectional Survey of Practice Patterns and Selected Demographics of Respiratory Therapists in India","year":2020,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Marigold Foundation","funders":"Chest Research Foundation","keywords":"Medicine; Snowball sampling; Bachelor; Cross-sectional study; Demographics; Family medicine; Bachelor degree; Nursing; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006143983,0.0001872622,0.0004128977,0.0003067072,0.00004786177,0.00001670821,0.0001501068,0.0001955294,0.0001120168],"category_scores_gemma":[0.001954108,0.0001900955,0.00008167836,0.001290874,0.0003131976,0.0001676525,0.000106479,0.0005095946,0.00000246915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001805691,"about_ca_system_score_gemma":0.001251859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002428074,"about_ca_topic_score_gemma":0.0001531171,"domain_scores_codex":[0.9973575,0.0006249858,0.0005662115,0.0004681009,0.0007022467,0.0002808797],"domain_scores_gemma":[0.9970919,0.0004463365,0.0002418713,0.0003141388,0.00162942,0.0002763023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001331099,0.0001284417,0.9829321,0.00143272,0.0001022777,0.0001207492,0.0007477261,0.000006229926,0.011565,0.00002646468,0.00002277161,0.001584449],"study_design_scores_gemma":[0.002321667,0.0004973916,0.9927769,0.00008637399,0.00002096699,0.00000765283,0.000435065,0.00001115439,0.002904765,0.000002215511,0.000795337,0.0001404635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915735,0.006966718,0.000008357322,0.0000363221,0.00003827795,0.0005446028,0.0004596192,0.00002574945,0.0003469066],"genre_scores_gemma":[0.9989742,0.00005614272,0.00003356393,0.0007328646,0.00007745665,0.00002259633,0.00006121205,0.00003815656,0.000003802412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009844878,"threshold_uncertainty_score":0.7751871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04180595902188803,"score_gpt":0.3492624719682346,"score_spread":0.3074565129463466,"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."}}