{"id":"W2930648411","doi":"10.1145/3313294.3313385","title":"CarbonKit","year":2019,"lang":"en","type":"article","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Safeguarding; Incentive; Big data; Control (management); Protocol (science); Information privacy","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":[0.002259571,0.0007066103,0.0003740348,0.001554531,0.001676914,0.003698835,0.002407329,0.002329088,0.1000245],"category_scores_gemma":[0.009198795,0.0005045983,0.000519023,0.001198423,0.001132075,0.004083361,0.005187938,0.001792623,0.04248756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002286667,"about_ca_system_score_gemma":0.004954803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01154029,"about_ca_topic_score_gemma":0.01729313,"domain_scores_codex":[0.9981693,0.0002920912,0.00008281428,0.0003140215,0.0008678908,0.0002738385],"domain_scores_gemma":[0.9939921,0.001181564,0.0003128189,0.001512869,0.002274384,0.0007262646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005999962,0.0003496004,0.007312445,0.0008262136,0.00004978644,0.0004586651,0.001341003,0.002630954,0.008705189,0.130284,0.5046189,0.3428232],"study_design_scores_gemma":[0.00003940593,0.0000708055,0.001889937,0.0001314065,0.0000109067,0.0001521423,0.0002021591,0.002779359,0.003360083,0.0111735,0.9801317,0.00005875387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.02501628,0.0005767824,0.1152897,0.006031479,0.001252901,0.002112095,0.01588412,0.1184995,0.7153371],"genre_scores_gemma":[0.2155656,0.0009553956,0.1352651,0.005025628,0.0003568917,0.003972196,0.03155733,0.02311333,0.5841886],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1000245,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6038162076569857,"score_gpt":0.5014134912105976,"score_spread":0.1024027164463881,"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."}}