{"id":"W3031476831","doi":"10.18203/2320-1770.ijrcog20202297","title":"Assessment of labor room communication skills among postgraduate students of obstetrics and gynecology","year":2020,"lang":"en","type":"article","venue":"International Journal of Reproduction Contraception Obstetrics and Gynecology","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empathy; Obstetrics and gynaecology; Communication skills; Medical education; Scale (ratio); Medicine; Soft skills; Psychology; Nursing; Social psychology; Pregnancy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001077768,0.0001678906,0.0005872964,0.0005564609,0.0002178721,0.000018861,0.0006250332,0.0002744254,0.00009569627],"category_scores_gemma":[0.0533221,0.0001644781,0.00008564738,0.000501971,0.0002387792,0.0003868709,0.0003909412,0.0008616638,0.000002941066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003595881,"about_ca_system_score_gemma":0.0003558489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006033481,"about_ca_topic_score_gemma":0.00002154123,"domain_scores_codex":[0.9955087,0.001251884,0.002026443,0.0003244669,0.0006720283,0.0002164741],"domain_scores_gemma":[0.9763259,0.0143963,0.003645415,0.0004504407,0.005001691,0.0001802378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006495704,0.0004179102,0.9549411,0.0001506261,0.0002279899,0.000006847176,0.004564321,0.0001966003,0.0008758525,0.002840409,0.0003403582,0.03537302],"study_design_scores_gemma":[0.003488167,0.0007578518,0.9752707,0.0001340303,0.00008538238,0.00001431906,0.005219952,0.0006047241,0.0001504009,0.0008259592,0.01330578,0.0001426701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717823,0.009612928,0.0005470433,0.01235017,0.004835037,0.0006655626,0.0000568187,0.00001819706,0.0001319105],"genre_scores_gemma":[0.9845356,0.01158894,0.002991774,0.0005922267,0.0001314757,0.00002514095,0.00003434509,0.00001869515,0.00008175577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05224433,"threshold_uncertainty_score":0.9546522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06833660927804157,"score_gpt":0.4056725743828871,"score_spread":0.3373359651048455,"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."}}