{"id":"W2782755661","doi":"10.1109/msmc.2017.2703590","title":"Big Data and Collaboration Research: Creating Real Big Data","year":2018,"lang":"en","type":"article","venue":"IEEE Systems Man and Cybernetics Magazine","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Nipissing University; University of Miami","keywords":"Big data; Data science; Research data; Computer science; World Wide Web; Data mining; Data curation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03543287,0.001547263,0.001866509,0.006471186,0.007099762,0.02258045,0.003391288,0.006640081,0.008429924],"category_scores_gemma":[0.03914331,0.001187267,0.002353156,0.009477925,0.02175239,0.05623351,0.01730654,0.009722877,0.002988197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004380652,"about_ca_system_score_gemma":0.01136397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001900462,"about_ca_topic_score_gemma":0.002369414,"domain_scores_codex":[0.9729672,0.01822284,0.000882694,0.002149266,0.004821982,0.000956045],"domain_scores_gemma":[0.9562079,0.02436496,0.001653253,0.009014329,0.003694788,0.005064693],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009721061,0.0001036392,0.002639689,0.002162728,0.0002278317,0.0003493781,0.01365063,0.0007788331,0.0008619963,0.7180602,0.1474248,0.113643],"study_design_scores_gemma":[0.0000423786,0.0000515584,0.0008144894,0.0009959865,0.00005674211,0.0002136001,0.007401427,0.001112268,0.0006629385,0.6534386,0.3351463,0.00006373599],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01370411,0.08728351,0.2671349,0.488843,0.02062506,0.0006583334,0.001527571,0.002423533,0.1178],"genre_scores_gemma":[0.3446359,0.07940824,0.4644293,0.0575202,0.01849098,0.002327983,0.002629552,0.001631656,0.02892623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9645671,"threshold_uncertainty_score":0.1873892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2206925627232537,"score_gpt":0.3934208384565593,"score_spread":0.1727282757333056,"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."}}