{"id":"W4280536790","doi":"10.5334/ijic.icic21168","title":"Facilitating Adaptive Strategy through Design Spurts","year":2022,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Field (mathematics); Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.000519948,0.0001366405,0.0001735994,0.0003180096,0.0002470867,0.00009428833,0.0007005848,0.00005864711,0.0005481806],"category_scores_gemma":[0.0002651042,0.0001220598,0.00009837311,0.000448868,0.00008072364,0.0006243917,0.0002339335,0.0006279196,0.00001794539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006497944,"about_ca_system_score_gemma":0.0002644875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001409364,"about_ca_topic_score_gemma":0.000006403091,"domain_scores_codex":[0.9986328,0.00004739088,0.000447358,0.0001360388,0.0005840278,0.0001523427],"domain_scores_gemma":[0.9973544,0.00006549957,0.0005499,0.00006530272,0.001959638,0.000005246219],"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":[0.001658479,0.0004265772,0.00901999,0.00004634837,0.001743314,0.001364666,0.01474269,0.02283209,0.001611849,0.6792841,0.03160679,0.2356631],"study_design_scores_gemma":[0.002396543,0.0003871892,0.001567353,0.0001602311,0.00008836589,0.0002057976,0.7156309,0.00257621,0.003008383,0.1254846,0.1477572,0.0007371754],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6781338,0.001257249,0.2219481,0.003097337,0.009077135,0.000631466,0.0001011348,0.0002337645,0.08551995],"genre_scores_gemma":[0.9921015,0.00000578437,0.006229667,0.001122076,0.0003493492,0.00001886102,0.00004422479,0.00001384238,0.0001146843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7008882,"threshold_uncertainty_score":0.6002193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04713118049808646,"score_gpt":0.272260402480951,"score_spread":0.2251292219828646,"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."}}