{"id":"W2532517149","doi":"10.1145/2957792.2957797","title":"A Leader-Driven Open Collaboration Platform for Exploring New Domains","year":2016,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Knowledge management; Human–computer interaction","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.008874198,0.0006311276,0.0004110176,0.001231647,0.002060261,0.003155338,0.002828262,0.001733213,0.005655508],"category_scores_gemma":[0.02007171,0.0004502774,0.0006202225,0.0005885516,0.001659197,0.006123823,0.009058307,0.002139322,0.001847669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055516,"about_ca_system_score_gemma":0.00396389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009948574,"about_ca_topic_score_gemma":0.0015323,"domain_scores_codex":[0.9950004,0.002267996,0.0002467059,0.0007264178,0.001284122,0.0004743324],"domain_scores_gemma":[0.9833986,0.00742859,0.0008631326,0.002786593,0.002232974,0.003290077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003266849,0.006680034,0.01642823,0.002076788,0.0002305279,0.005027147,0.06894673,0.02460159,0.1410703,0.1042749,0.02830155,0.5990955],"study_design_scores_gemma":[0.003308462,0.009976706,0.0131735,0.0006598362,0.0002880447,0.002197533,0.02321035,0.2563054,0.08989626,0.1163378,0.4838142,0.0008319312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2941656,0.0001503105,0.6567193,0.001567553,0.0003072706,0.005957812,0.0004467102,0.01067064,0.03001477],"genre_scores_gemma":[0.3325785,0.00009496768,0.6499412,0.0003236513,0.00005857025,0.003451691,0.0006411055,0.0009071949,0.01200302],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9971718,"threshold_uncertainty_score":0.0469318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1573945346830138,"score_gpt":0.3304904885848373,"score_spread":0.1730959539018235,"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."}}