{"id":"W4282048617","doi":"10.3390/healthcare10061075","title":"Validation Testing of the European Portuguese Critical-Care Pain Observation Tool","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Portuguese; Medicine; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01423296,0.0006996302,0.0005845488,0.00151893,0.0005791211,0.001164234,0.0009548782,0.0007359157,0.001900647],"category_scores_gemma":[0.04210901,0.0002713716,0.001063399,0.0008659043,0.0008538357,0.0006269185,0.001430217,0.0005259025,0.0004475003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008918743,"about_ca_system_score_gemma":0.002233082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003878371,"about_ca_topic_score_gemma":0.005076002,"domain_scores_codex":[0.9912245,0.004589332,0.001098321,0.0007281564,0.001908023,0.0004517629],"domain_scores_gemma":[0.9813761,0.00853468,0.003597948,0.001086314,0.004721099,0.0006838298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001413912,0.0008016757,0.8086414,0.001528361,0.0003918922,0.0006005198,0.006929923,0.0008643008,0.00385593,0.001059936,0.003313625,0.1705985],"study_design_scores_gemma":[0.0002243406,0.001407574,0.9787332,0.001209341,0.0001483805,0.001442947,0.002883871,0.001950192,0.001649449,0.0004315906,0.009871171,0.00004791091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776894,0.001698406,0.006393945,0.0007468826,0.0003871488,0.001313308,0.001579784,0.00006254621,0.01012846],"genre_scores_gemma":[0.9856297,0.0006387546,0.01048771,0.0002822922,0.00008810313,0.001079012,0.001040991,0.00003105197,0.0007222207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01423296,"threshold_uncertainty_score":0.07527202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08372994419696192,"score_gpt":0.3324608748452299,"score_spread":0.248730930648268,"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."}}