{"id":"W4313522012","doi":"10.1177/16094069221149871","title":"Reflections From Implementing a Virtual Social Innovation Lab","year":2023,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Bricolage; The Internet; Computer science; Focus group; Multimedia; World Wide Web; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.009581119,0.00012482,0.0002246969,0.001285534,0.0002917068,0.0001250129,0.0004294183,0.00009755968,0.0001809596],"category_scores_gemma":[0.002307654,0.0001186788,0.00009594639,0.002165334,0.0001381033,0.0007604965,0.0002854066,0.0003526489,0.00006436271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317844,"about_ca_system_score_gemma":0.00006333458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005932259,"about_ca_topic_score_gemma":0.00001021096,"domain_scores_codex":[0.9980286,0.0003134898,0.0008292662,0.0001479002,0.0004813439,0.0001994293],"domain_scores_gemma":[0.9962465,0.0004792878,0.001055765,0.0000532905,0.002160695,0.000004524868],"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":[0.00007326648,0.00004985703,0.0003700759,0.000005023615,0.0004655681,0.00001415748,0.0148485,0.000004746195,0.00847493,0.8666511,0.005569081,0.1034737],"study_design_scores_gemma":[0.0009033741,0.00002553751,0.009075642,0.00003655615,0.00003911224,0.0000031162,0.06882344,0.0001893783,0.002930033,0.7305648,0.1871752,0.0002337747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4597556,0.00001895537,0.4987168,0.01729871,0.004212815,0.0001388375,0.00002422177,0.0001744972,0.01965958],"genre_scores_gemma":[0.8282065,0.000008008013,0.1626095,0.003767081,0.004594273,0.00002597664,0.0001659025,0.00003471709,0.0005879855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.368451,"threshold_uncertainty_score":0.4839582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5828963519632581,"score_gpt":0.6032020932272356,"score_spread":0.02030574126397755,"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."}}