{"id":"W3047210267","doi":"10.3390/children7080090","title":"Evaluating and Enhancing the Preparation of Patients and Families before Pediatric Surgery","year":2020,"lang":"en","type":"article","venue":"Children","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Alberta Children's Hospital Research Institute","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003595908,0.00006833284,0.0001498902,0.0000583897,0.00004668623,0.00000864042,0.00003342619,0.0000279968,0.000003667194],"category_scores_gemma":[0.0006230442,0.00004926058,0.00002427229,0.0001552675,0.00003127294,0.00006219962,0.00007231992,0.00006145524,7.439446e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007277549,"about_ca_system_score_gemma":0.00002186993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001139296,"about_ca_topic_score_gemma":0.000001684791,"domain_scores_codex":[0.9993511,0.00004468842,0.0002020885,0.000145623,0.0001754628,0.00008101929],"domain_scores_gemma":[0.9995941,0.0001244952,0.0001085212,0.00009256447,0.00004157908,0.00003874927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002022188,0.00001177949,0.991254,0.00008571919,0.00001402663,1.687909e-7,0.0007073249,5.702266e-7,0.0000719432,0.000005130178,0.0009773594,0.006851757],"study_design_scores_gemma":[0.0002032261,0.0001724369,0.9987848,0.00001103992,0.0001378514,5.460383e-7,0.00003653661,0.0002643039,0.0002863428,0.00005211072,0.000009485874,0.00004128639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983636,0.0004662749,0.0001773882,0.000315497,0.0000123921,0.0004857394,0.000003971922,0.00005733352,0.0001178695],"genre_scores_gemma":[0.9985528,0.0003511497,0.0005397907,0.0002989014,0.0002037308,0.00001044893,0.00002879563,0.000007524859,0.000006845205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007530834,"threshold_uncertainty_score":0.2008788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097120269770325,"score_gpt":0.2996392793999373,"score_spread":0.2786680767022341,"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."}}