{"id":"W7096145174","doi":"","title":"Thank you Guelph.","year":2015,"lang":"en","type":"article","venue":"","topic":"Education, Technology, and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Favourite; Work (physics); Porch","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":["insufficient_payload"],"category_scores_codex":[0.0002379538,0.00003929226,0.0000334714,0.00001026821,0.00003472342,0.000007158434,0.0001482788,0.00005328242,0.002119588],"category_scores_gemma":[0.00007890094,0.00003165782,0.00001037414,0.00009675794,0.0001551404,0.00007836222,0.0000716159,0.00007862767,0.003080492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005380985,"about_ca_system_score_gemma":0.00001074509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000624913,"about_ca_topic_score_gemma":0.0004533041,"domain_scores_codex":[0.999603,0.000009943279,0.00005432807,0.0001073394,0.0001153734,0.0001100487],"domain_scores_gemma":[0.999725,0.00001281058,0.00001288074,0.0001793272,0.000004809814,0.00006520139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002930285,0.0000966912,0.5879647,0.000001887255,0.000003714083,0.000001292273,0.00220553,0.00006362646,0.0008245205,0.0125506,0.3871044,0.00918007],"study_design_scores_gemma":[0.0001959706,0.00005880832,0.1049926,0.000002100034,0.000006094757,0.00001167716,0.005077199,0.0001294589,0.004898517,0.0599826,0.8244511,0.00019387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4076608,0.00002526068,0.0004893534,0.01158788,0.0003689866,0.00005092936,4.395215e-7,0.0001475258,0.5796688],"genre_scores_gemma":[0.9789647,0.00001184562,0.002723775,0.0007327802,0.00003849237,0.000004201662,0.000001514426,0.000003720251,0.017519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5713038,"threshold_uncertainty_score":0.9987926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06188142436631658,"score_gpt":0.3080439439486855,"score_spread":0.2461625195823689,"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."}}