{"id":"W4382724183","doi":"10.1088/1742-6596/2536/1/011002","title":"Peer Review Statement","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scientific publishing; Publishing; Statement (logic); Library science; Peer review; Computer science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002681925,0.00007916237,0.0002366154,0.00003683443,0.0001887368,0.00008984405,0.0003096454,0.00002782431,0.0005398513],"category_scores_gemma":[0.0004705728,0.00007139628,0.00008077488,0.000236509,0.0001653113,0.0006606099,0.00004270707,0.000140544,0.0002598621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155361,"about_ca_system_score_gemma":0.0007939692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002180832,"about_ca_topic_score_gemma":0.00002325414,"domain_scores_codex":[0.9984186,0.0001187326,0.0004026778,0.00007658799,0.0007662597,0.0002171185],"domain_scores_gemma":[0.9981982,0.00008352203,0.0003920313,0.00008859199,0.001147285,0.00009034626],"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":[0.00001241842,0.00003823616,0.001225512,0.0001829236,0.0001143607,0.00002275638,0.03177283,0.000007958457,0.0001604135,0.1742487,0.6049275,0.1872865],"study_design_scores_gemma":[0.0001327944,0.00004339817,0.0009657057,0.0004311552,0.00002376477,0.000001666264,0.01208689,9.725443e-7,0.001016296,0.06453489,0.9206312,0.0001312405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1001226,0.003999815,0.004514461,0.5905141,0.01020032,0.001291774,0.00005121198,0.0003868031,0.2889189],"genre_scores_gemma":[0.6431128,0.1520262,0.005536099,0.003710304,0.002853045,0.00003901301,0.00003232959,0.00005822918,0.1926319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5868038,"threshold_uncertainty_score":0.5910993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09661923573892875,"score_gpt":0.375559776582012,"score_spread":0.2789405408430833,"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."}}