{"id":"W4404134255","doi":"10.4018/979-8-3693-1164-6.ch006","title":"A Culturally Responsive Framework for Critically Examining Priorities in Approximations of Practice","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in educational marketing, administration, and leadership book series","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Critically ill; Computer science; Sociology; Psychology; Medicine; Intensive care medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004850056,0.0003231151,0.0004750618,0.0005495618,0.0001655799,0.0002948724,0.0003038519,0.0002719065,0.0007398677],"category_scores_gemma":[0.02702573,0.0002988589,0.00008578518,0.0002082765,0.0005715146,0.00271101,0.00004068893,0.0004712311,0.00001479535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251014,"about_ca_system_score_gemma":0.002042762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002009402,"about_ca_topic_score_gemma":0.0003895768,"domain_scores_codex":[0.9962588,0.0002478273,0.001492204,0.000679512,0.001055639,0.0002660441],"domain_scores_gemma":[0.9774155,0.02000436,0.0006900516,0.0003125599,0.001493586,0.00008393736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006331365,0.0000522863,0.0006084191,0.0005094815,0.00002050476,0.000002268517,0.005917991,0.00003222379,0.000003822906,0.9893846,0.0006773069,0.002157962],"study_design_scores_gemma":[0.0001844051,0.0002618368,0.003190793,0.00155831,0.00004101322,0.00003105653,0.03349441,0.00006008152,0.00001189069,0.5277612,0.4330913,0.0003136837],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007188891,0.06988026,0.002272617,0.09863477,0.001979548,0.002471056,0.0002940755,0.00006020698,0.8236886],"genre_scores_gemma":[0.05206065,0.01190395,0.1001551,0.002437314,0.0008880798,0.0006785906,0.0002633929,0.00008037025,0.8315326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4616234,"threshold_uncertainty_score":0.9999464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1833106023266781,"score_gpt":0.4668850205221181,"score_spread":0.2835744181954399,"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."}}