{"id":"W2751016657","doi":"10.1071/pvv2015n175p51","title":"A new era at Preview","year":2015,"lang":"en","type":"article","venue":"Preview","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Computer science; History","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009373847,0.0001725829,0.0006090497,0.000078678,0.0000875499,0.0007631622,0.003050341,0.00009868475,0.003345461],"category_scores_gemma":[0.01473787,0.0001048989,0.0001783407,0.001030184,0.00003410398,0.001676283,0.0009319212,0.0002975921,0.0125279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008669726,"about_ca_system_score_gemma":0.0003630469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006133817,"about_ca_topic_score_gemma":0.00002022746,"domain_scores_codex":[0.9961916,0.0005015086,0.0008906741,0.0005507153,0.001564607,0.0003009242],"domain_scores_gemma":[0.9972472,0.00051261,0.0003803701,0.0009579024,0.0002668008,0.0006351258],"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":[0.000002052454,0.000004220251,0.001714616,0.00002025384,0.000003381442,0.000001242307,0.0001031175,0.000001035539,4.25442e-7,0.000665914,0.5362548,0.4612289],"study_design_scores_gemma":[0.0001700767,0.00001475775,0.0007535464,0.0002914494,0.00002356686,0.00002359505,0.00001545126,0.00003537499,0.000009847031,0.02002024,0.9784991,0.0001429524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002302505,0.7433144,0.004055514,0.01792235,0.001252771,0.0009026617,0.000007153196,0.0001404418,0.2301022],"genre_scores_gemma":[0.07588471,0.1539662,0.03650123,0.03821916,0.003604152,0.0002873254,0.00004047202,0.0001447594,0.691352],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5893483,"threshold_uncertainty_score":0.9975656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3206297691683252,"score_gpt":0.4771047696563291,"score_spread":0.1564750004880039,"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."}}