{"id":"W4205289515","doi":"10.1088/1742-6596/2056/1/011002","title":"Peer review declaration","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Declaration; Publishing; Library science; Scientific publishing; Peer review; Computer science; Medicine; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001838584,0.00005879171,0.000162965,0.000005065448,0.00006495953,0.00002950211,0.00006604068,0.0000139574,0.00188735],"category_scores_gemma":[0.00009630182,0.00004305812,0.00005473147,0.00006445541,0.00005505328,0.0003717311,0.0000076014,0.00008223305,0.00007664548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002785356,"about_ca_system_score_gemma":0.00006152025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001458882,"about_ca_topic_score_gemma":0.00005409553,"domain_scores_codex":[0.999275,0.00003597681,0.0001817094,0.00005326832,0.0003782844,0.00007580144],"domain_scores_gemma":[0.9994768,0.00002628186,0.0001414036,0.00005613089,0.0002595793,0.00003979442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000248528,0.00004149529,0.08255871,0.0001915909,0.0001040543,0.00007532397,0.0008398999,0.0002018767,0.0003636556,0.003955256,0.01767703,0.8939663],"study_design_scores_gemma":[0.0006633977,0.0006525523,0.5424669,0.001792049,0.0003300337,0.0005479563,0.005233637,0.0003090698,0.05262059,0.06776804,0.326966,0.0006497505],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3462734,0.1545423,0.1347701,0.1275781,0.003461328,0.0005058909,0.000171191,0.00005566615,0.2326421],"genre_scores_gemma":[0.9795047,0.01480042,0.001991303,0.000596727,0.0001807332,1.42663e-7,0.00002478228,0.000001468804,0.002899701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8933165,"threshold_uncertainty_score":0.999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05627343153910423,"score_gpt":0.2413284415590715,"score_spread":0.1850550100199673,"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."}}