{"id":"W4214918019","doi":"10.5840/symposium20037224","title":"A Note on Peer Review","year":2003,"lang":"en","type":"article","venue":"Symposium","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004987241,0.0000682281,0.0001379639,0.00005007297,0.00006737805,0.00001273042,0.0000496899,0.00004273095,0.0007034022],"category_scores_gemma":[0.000194247,0.00006668649,0.00005738892,0.0001101728,0.00001133603,0.00006524008,0.00000658583,0.00006912166,0.003186449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000368706,"about_ca_system_score_gemma":0.0000134802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006745942,"about_ca_topic_score_gemma":6.683362e-7,"domain_scores_codex":[0.9994127,0.00001586204,0.0002308919,0.0001723832,0.00006378575,0.0001043703],"domain_scores_gemma":[0.9996008,0.00004063414,0.0001085331,0.0001504083,0.00006452352,0.00003512769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006755402,0.00003765485,0.003936202,0.00007456938,0.000005764686,6.602879e-7,0.00003712686,0.00002798444,0.00004465845,0.9559311,0.03966034,0.000237161],"study_design_scores_gemma":[0.0001420386,0.00002709775,0.01294443,0.0001670459,0.000002580624,0.000002273642,0.000001021992,0.00006184558,0.000130978,0.04186205,0.944541,0.0001176766],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007254151,0.004853081,0.0004822044,0.03874466,0.001449208,0.0002780824,0.00007571562,0.0000474802,0.9468154],"genre_scores_gemma":[0.9189344,0.0006168832,0.001026258,0.007693172,0.0001591599,0.00001674491,0.00007955655,0.00002015949,0.07145366],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9140691,"threshold_uncertainty_score":0.9975897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03892886312011318,"score_gpt":0.2766320551352561,"score_spread":0.2377031920151429,"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."}}