{"id":"W7135165726","doi":"","title":"I am a Wicked Problem, too: A systemic design strategy for addressing procrastination and anxiety","year":2023,"lang":"en","type":"article","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Procrastination; Systemic therapy; Cognitive reframing; Systemic risk; Wicked problem; Critical design; Systems thinking; Industrial design","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":[0.001868261,0.0002573479,0.0003451393,0.0008393858,0.00197323,0.00031814,0.001069137,0.0003324268,0.000001928139],"category_scores_gemma":[0.00003994898,0.0003125289,0.0001067848,0.001678381,0.0005429775,0.0008172197,0.0002865731,0.0005472453,0.00002807748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006113384,"about_ca_system_score_gemma":0.0005897784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009400565,"about_ca_topic_score_gemma":0.0001178055,"domain_scores_codex":[0.9964414,0.001154306,0.0002181201,0.0009067443,0.0004710739,0.0008083878],"domain_scores_gemma":[0.9978395,0.0004422952,0.0001845459,0.0004871119,0.000763314,0.0002832768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.003220631,0.0002317934,0.00255467,0.0002406131,0.0003169105,0.0006509786,0.01652076,0.0006352816,0.007031921,0.9579821,0.004791959,0.005822384],"study_design_scores_gemma":[0.02476087,0.004743243,0.02401402,0.0015704,0.000620203,0.0005945421,0.5348891,0.03515892,0.0002398582,0.002457886,0.3679836,0.002967331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7293689,0.0001415779,0.01865406,0.0002194991,0.0003122218,0.004394648,0.00006178848,0.0003508994,0.2464964],"genre_scores_gemma":[0.8046167,0.0003744463,0.001191803,0.00001706172,0.00007905848,0.000007976099,0.00004887934,0.00004176742,0.1936223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9555242,"threshold_uncertainty_score":0.9999327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1756294397734665,"score_gpt":0.370275033801489,"score_spread":0.1946455940280225,"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."}}