{"id":"W4396533221","doi":"10.61838/kman.psychnexus.2.1.1","title":"Interdisciplinary Perspectives on Well-being and Intervention Strategies across Life Stages","year":2024,"lang":"en","type":"article","venue":"KMAN Counseling and Psychology Nexus","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Psychology; Engineering ethics; Engineering","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002256608,0.000308742,0.0003929471,0.0002330193,0.001397716,0.0001257363,0.0001567277,0.0005177392,0.0001961237],"category_scores_gemma":[0.00007252936,0.0002734907,0.00008737185,0.0001943105,0.0003559024,0.0002621446,0.0001037741,0.001686785,0.0002510785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005553585,"about_ca_system_score_gemma":0.0000972679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006817347,"about_ca_topic_score_gemma":0.0001082964,"domain_scores_codex":[0.9966809,0.0008079656,0.0006490041,0.0009513584,0.0001479785,0.0007628584],"domain_scores_gemma":[0.9982218,0.0009590811,0.0001266533,0.0003581556,0.00008549195,0.0002487935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009298235,0.0003398627,0.006214116,0.002284332,0.00033638,0.0002610765,0.7738899,0.00002392011,0.0004920777,0.06678312,0.02707134,0.1213741],"study_design_scores_gemma":[0.003429818,0.002122893,0.06720008,0.003923893,0.0001106444,0.0001467671,0.6961342,0.00123714,0.000006522484,0.1562794,0.06846413,0.0009445166],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9266878,0.01227627,0.00250737,0.00770027,0.003901639,0.0004278621,0.00001604993,0.0003804341,0.04610224],"genre_scores_gemma":[0.988291,0.00586738,0.00008471762,0.003345626,0.0009304971,0.00006554177,0.00001579483,0.00005510816,0.001344382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1204296,"threshold_uncertainty_score":0.9999717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620830308865331,"score_gpt":0.4807682608074744,"score_spread":0.4445599577188211,"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."}}