{"id":"W2558073527","doi":"10.1007/s10606-016-9254-9","title":"Book Review","year":2016,"lang":"en","type":"article","venue":"Computer Supported Cooperative Work (CSCW)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005514016,0.0006711328,0.0009083225,0.0001805296,0.0002507143,0.0001058865,0.0008397341,0.0001501749,0.03238514],"category_scores_gemma":[0.00009105751,0.000437789,0.0002629412,0.001300863,0.0003452657,0.000686303,0.0004051861,0.0003204599,0.05876145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002380952,"about_ca_system_score_gemma":0.0002781654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002371792,"about_ca_topic_score_gemma":0.000002178707,"domain_scores_codex":[0.9959094,0.000608111,0.0008761897,0.001097786,0.000562053,0.0009464853],"domain_scores_gemma":[0.9969454,0.0002786011,0.0002862576,0.001305386,0.0007337318,0.0004506327],"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":[0.00004493351,0.0001274445,0.0006138695,0.00006803142,0.0001713369,0.0001389979,0.00008756328,0.000006434,0.0005620082,0.0002577176,0.9658841,0.03203753],"study_design_scores_gemma":[0.001294585,0.0002182748,0.001622708,0.004169649,0.00009697597,0.00006291499,0.000002856998,0.00008924703,0.001211095,0.00001541553,0.9904432,0.0007730865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.003120335,0.6914877,0.2342257,0.03272323,0.00388656,0.006632715,0.00059218,0.004455782,0.02287575],"genre_scores_gemma":[0.07059245,0.08987634,0.02674934,0.5177545,0.006655719,0.001902085,0.001409971,0.002218362,0.2828413],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6016114,"threshold_uncertainty_score":0.9998074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172682444685553,"score_gpt":0.2615963930221886,"score_spread":0.2443281485536333,"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."}}