{"id":"W7086923730","doi":"10.1007/978-3-032-00663-9_8","title":"Chaos","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Technology in Education and Healthcare","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; University of Ottawa","funders":"","keywords":"Grief; Informed consent; Health care; Complicated grief; CHAOS (operating system); Social care","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":[0.0004284767,0.0005017125,0.0003961894,0.001158367,0.001905326,0.003771002,0.000472168,0.001010548,0.05331099],"category_scores_gemma":[0.002116448,0.0002207475,0.0003230436,0.0007573665,0.00372711,0.003439035,0.002517471,0.001671988,0.009340911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001912703,"about_ca_system_score_gemma":0.001432917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002131276,"about_ca_topic_score_gemma":0.00192751,"domain_scores_codex":[0.9995993,0.00009798369,0.00001594846,0.00008285158,0.0001460056,0.00005793782],"domain_scores_gemma":[0.9995198,0.0001295794,0.00003681887,0.0001377732,0.0001159306,0.00006011287],"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":[0.000003353445,0.000002382752,0.00005114238,0.00001506383,0.000001935704,0.00001696872,0.0001985363,0.0002445973,0.0000769234,0.9747762,0.01784337,0.006769511],"study_design_scores_gemma":[0.000003609546,0.000007044727,0.0001655653,0.00003140495,0.000002247592,0.00007228828,0.0002695901,0.0008413499,0.0001222818,0.705362,0.2931166,0.00000604325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00420446,0.001438238,0.02028169,0.005119913,0.0007161939,0.00005177225,0.0002615901,0.0001875304,0.9677387],"genre_scores_gemma":[0.2343289,0.002722176,0.007269178,0.001844945,0.0008220292,0.0002706094,0.0005208864,0.0002912429,0.75193],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05331099,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04547312374282091,"score_gpt":0.3984982079002051,"score_spread":0.3530250841573842,"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."}}