{"id":"W2603585085","doi":"10.25300/misq/2021/12202","title":"Innovation Outcomes of Digitally Enabled Collaborative Problemistic Search Capability","year":2021,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Rijksuniversiteit Groningen","keywords":"Leverage (statistics); Business; Bridging (networking); Contingency; Industrial organization; Knowledge management; Information overload; Computer science; World Wide Web","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":[0.0004686976,0.0001400149,0.0002695086,0.0001583049,0.0001008607,0.0003073009,0.0005155559,0.00006549263,0.00003444798],"category_scores_gemma":[0.0003682336,0.0001357249,0.00003798737,0.003869101,0.00009008332,0.0006685513,0.00005883137,0.000140881,0.00002858752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007849293,"about_ca_system_score_gemma":0.0006809465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004772834,"about_ca_topic_score_gemma":0.00001857452,"domain_scores_codex":[0.9981896,0.0001279317,0.0005859797,0.0004073248,0.0004419232,0.00024724],"domain_scores_gemma":[0.9958273,0.0002742728,0.000164046,0.0007878701,0.002903342,0.00004323585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000411281,0.002094527,0.11775,0.000399466,0.0004602415,0.0001220105,0.05783793,0.001359757,0.0484293,0.6673703,0.004824403,0.09931096],"study_design_scores_gemma":[0.005646551,0.003032495,0.7671317,0.0002807179,0.00008119328,0.00009213584,0.01541012,0.01806172,0.07257003,0.1013131,0.01373684,0.002643404],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6079202,0.00003263287,0.3854648,0.00185203,0.0001809768,0.0003637337,0.00004639387,0.0001431654,0.003995999],"genre_scores_gemma":[0.971927,3.060575e-7,0.02696298,0.0001190547,0.00001508815,0.00003429291,0.00002876572,0.000009271923,0.0009031904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6493818,"threshold_uncertainty_score":0.55347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01590159550266963,"score_gpt":0.2706622860406895,"score_spread":0.2547606905380199,"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."}}