{"id":"W6885157986","doi":"10.13140/rg.2.2.32518.42560","title":"Reference Letter from Dr. Georgia Goth [Department of Science, Athabasca University, Canada].","year":2016,"lang":"en","type":"article","venue":"","topic":"Advanced Physical and Chemical Molecular Interactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ridiculous; Work (physics); Government (linguistics)","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":[0.000006108677,0.00007683371,0.00008976007,0.00001265179,0.00005857077,0.000004256726,0.000261276,0.00002411395,0.002916639],"category_scores_gemma":[0.00001591262,0.0000522438,0.00003377816,0.00009064281,0.0002438001,0.0001016899,0.0001257669,0.00006220149,0.00002151345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483655,"about_ca_system_score_gemma":0.0002260219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06034822,"about_ca_topic_score_gemma":0.02293086,"domain_scores_codex":[0.9993033,0.000002997317,0.00008752514,0.0002163943,0.0002254597,0.0001642936],"domain_scores_gemma":[0.9994907,0.00006837727,0.00004459767,0.0002292367,0.00006639576,0.0001006447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001428896,0.00003989533,0.0003360931,0.000003412046,0.00001427525,0.000006300024,0.000006049784,6.356186e-7,0.987662,0.002405301,0.008657424,0.0008542966],"study_design_scores_gemma":[0.000143473,0.000003141782,0.0003058718,0.00002238569,0.0000072197,3.52389e-7,0.00002540185,0.000004052257,0.7454826,0.0005357478,0.2533951,0.00007472872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8864112,0.00000426482,0.0004971919,0.001219245,0.00004453938,0.00001651999,0.0002803746,0.00002337777,0.1115033],"genre_scores_gemma":[0.98368,0.000002465639,0.0002894109,0.0001802829,0.00003584285,6.705854e-7,0.00001545189,0.000004335428,0.0157915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2447377,"threshold_uncertainty_score":0.9979948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008228217219273144,"score_gpt":0.2126960100217937,"score_spread":0.2044677928025205,"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."}}