{"id":"W4405262909","doi":"10.1177/08943184241291567","title":"Thoughts About Stressors: A Neuman Systems Model Perspective","year":2024,"lang":"en","type":"article","venue":"Nursing Science Quarterly","topic":"Stress and Burnout Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College","funders":"","keywords":"Stressor; Perspective (graphical); Psychology; Intervention (counseling); Perception; Interpretation (philosophy); Clinical psychology; Computer science; Psychiatry; Neuroscience; Artificial intelligence","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":[0.003556426,0.001028775,0.0004514249,0.002115415,0.002703849,0.006070311,0.001574507,0.002494777,0.003002324],"category_scores_gemma":[0.004113631,0.0003834851,0.0007500505,0.001572975,0.01155628,0.00787243,0.00279687,0.00454111,0.0004685324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005021493,"about_ca_system_score_gemma":0.002629158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004554005,"about_ca_topic_score_gemma":0.003727808,"domain_scores_codex":[0.998144,0.001225357,0.00005099887,0.00014968,0.000281984,0.000147909],"domain_scores_gemma":[0.9970917,0.00200265,0.0002735194,0.0001167662,0.0002580326,0.000257316],"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":[0.00001027562,0.00002414943,0.001091406,0.00005661356,0.00001270757,0.0001968345,0.007777211,0.001481638,0.00008411849,0.9802025,0.003971814,0.005090745],"study_design_scores_gemma":[0.000006184591,0.00003045016,0.0008734269,0.0001196653,0.000008275012,0.0001652813,0.004490804,0.002308549,0.00007531048,0.9566892,0.03521406,0.00001880881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09556109,0.04432911,0.1500674,0.3999954,0.004475731,0.0001515298,0.0003816083,0.000272165,0.304766],"genre_scores_gemma":[0.9326834,0.02221436,0.01458607,0.01401372,0.003201073,0.0002111373,0.0001090769,0.00007269399,0.01290846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006070311,"threshold_uncertainty_score":0.0364337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04184123366238489,"score_gpt":0.4333290245207578,"score_spread":0.3914877908583729,"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."}}