{"id":"W3123099797","doi":"10.31235/osf.io/ujx8j","title":"Crowd Science: Measurements, Models, and Methods","year":2017,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Computer science; Political science; Data science; Econometrics; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.03694921,0.00189056,0.001696457,0.006261123,0.002459224,0.006468654,0.004439856,0.003764185,0.005397292],"category_scores_gemma":[0.08158085,0.001305328,0.001573288,0.006921845,0.004354728,0.006950944,0.005297629,0.005023602,0.001831698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004227254,"about_ca_system_score_gemma":0.006479812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164618,"about_ca_topic_score_gemma":0.005129184,"domain_scores_codex":[0.9702759,0.01930008,0.001453514,0.002612932,0.005710903,0.000646659],"domain_scores_gemma":[0.9381204,0.04644446,0.004805641,0.005763844,0.004083437,0.0007822002],"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":[0.0002364913,0.000898322,0.02505182,0.001908153,0.0003686513,0.0002160817,0.002600256,0.1016745,0.000624869,0.6351965,0.03241543,0.1988088],"study_design_scores_gemma":[0.0001627335,0.0002663445,0.005742816,0.001243602,0.0001439861,0.0002121915,0.001765077,0.2514406,0.001172716,0.6707249,0.06690156,0.0002233316],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01245043,0.003879039,0.9572186,0.004538333,0.0003809468,0.003180937,0.003534264,0.0007465938,0.01407081],"genre_scores_gemma":[0.2784618,0.007422737,0.6863372,0.001198819,0.0007661189,0.01713661,0.004174143,0.0004000866,0.004102502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03694921,"threshold_uncertainty_score":0.1954085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458348415719646,"score_gpt":0.4174377797484221,"score_spread":0.2716029381764575,"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."}}