{"id":"W4405944552","doi":"10.1007/979-8-8688-1061-9_4","title":"Relearn While Working","year":2024,"lang":"en","type":"book-chapter","venue":"Design Thinking","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology","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":[0.00104505,0.0009188801,0.0004229824,0.000909237,0.002559203,0.007086236,0.001456345,0.002096312,0.032823],"category_scores_gemma":[0.001964283,0.0003128943,0.0006699379,0.0005906533,0.004214333,0.006814873,0.005474501,0.004087914,0.02654585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00138353,"about_ca_system_score_gemma":0.001601536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001546661,"about_ca_topic_score_gemma":0.003638714,"domain_scores_codex":[0.9990138,0.0002329458,0.00003666295,0.0002139185,0.0003634513,0.0001391349],"domain_scores_gemma":[0.9993394,0.0001391184,0.00004641535,0.0001603644,0.0001451652,0.0001693979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003401961,0.0001795429,0.0006256712,0.0003182397,0.00001506092,0.0003690304,0.03154525,0.0002586422,0.001796399,0.3687361,0.2518813,0.3442407],"study_design_scores_gemma":[0.000003457069,0.00002281568,0.0003271076,0.0001929163,0.000003141273,0.0002607279,0.001930149,0.00005778951,0.0001781032,0.0222489,0.9747682,0.000006895729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00480538,0.007745564,0.014016,0.01080389,0.002813514,0.00009840958,0.00008277716,0.0005839253,0.9590505],"genre_scores_gemma":[0.04017046,0.005233755,0.008488068,0.003993562,0.0005030321,0.0001381817,0.0001399896,0.0003636608,0.9409693],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.032823,"threshold_uncertainty_score":0.1098039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08519910717431804,"score_gpt":0.3200604466020266,"score_spread":0.2348613394277085,"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."}}