{"id":"W2746912875","doi":"10.18432/r2hs6t","title":"Reviews Editorial: Introduction to Snapshot Reviews","year":2017,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Snapshot (computer storage); Data science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01111288,0.0001657416,0.0002975235,0.0002346629,0.005414295,0.001563036,0.001750195,0.0001271178,0.008161388],"category_scores_gemma":[0.002590755,0.0001281517,0.0002076771,0.0002254109,0.0004095797,0.001254458,0.000243697,0.00109471,0.001261586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005742562,"about_ca_system_score_gemma":0.0003258549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001222353,"about_ca_topic_score_gemma":0.001426737,"domain_scores_codex":[0.9959772,0.0006183961,0.000653071,0.0003727671,0.001734177,0.0006444088],"domain_scores_gemma":[0.9977859,0.00008574175,0.000252481,0.0003718634,0.0009198259,0.0005842448],"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":[0.0000812321,0.00007507418,0.000230693,0.00000579861,0.00002665945,0.00001640189,0.00974809,0.000003250692,0.0002349787,0.001449379,0.9686181,0.01951033],"study_design_scores_gemma":[0.0002649942,0.0001103606,0.001279572,0.0001588346,0.000006945161,0.00002746277,0.002040914,0.000004209361,0.00004275068,0.003263138,0.9926344,0.0001664541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01006936,0.001240618,0.0003086282,0.7921224,0.1016163,0.001606031,0.00001759438,0.00003524753,0.09298379],"genre_scores_gemma":[0.02763552,0.03375939,0.003324269,0.0005393473,0.6135259,0.0003360737,0.00008735257,0.0000479092,0.3207442],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7915831,"threshold_uncertainty_score":0.9995161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2367374432042975,"score_gpt":0.4926773005798759,"score_spread":0.2559398573755785,"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."}}