{"id":"W4381786767","doi":"10.56885/zhru1283","title":"Pressure Injuries: Changing Mindset Changes Outcomes","year":2023,"lang":"en","type":"article","venue":"Wound Care Canada","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; Psychology; Computer science; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003050361,0.0001609962,0.000233053,0.0001898582,0.0006978275,0.00001558457,0.0002502684,0.00009279714,0.001077482],"category_scores_gemma":[0.00008407409,0.0001468098,0.0000452033,0.0004128077,0.0000179207,0.00005413007,0.0003121214,0.0002560194,0.0001421616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221584,"about_ca_system_score_gemma":0.0005822221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2326934,"about_ca_topic_score_gemma":0.935423,"domain_scores_codex":[0.9982542,0.0001762508,0.0002255127,0.0002654452,0.000406647,0.00067188],"domain_scores_gemma":[0.9990907,0.0001505665,0.0001068112,0.0003885899,0.0001163678,0.000146988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009182331,0.000006020248,0.01846746,0.001036671,0.000182107,0.00003326025,0.009747878,0.00002251421,0.00001460288,0.002240453,0.9637611,0.004478769],"study_design_scores_gemma":[0.0002872376,0.00001054618,0.02290032,0.000061139,0.00005126699,1.1633e-7,0.03108322,0.00001899892,0.00001365533,0.00006738456,0.9453474,0.0001587078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4192197,0.006647807,0.0005441756,0.1269486,0.05434541,0.01491295,0.004403749,0.004453243,0.3685244],"genre_scores_gemma":[0.8250193,0.00003019339,0.00002217108,0.007821612,0.0002913126,0.0004670113,0.0002337555,0.00003436231,0.1660803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7027296,"threshold_uncertainty_score":0.9998357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285349023795225,"score_gpt":0.3601764634427633,"score_spread":0.3316415610632408,"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."}}