{"id":"W7115341897","doi":"","title":"How Slow is Slow?","year":2010,"lang":"en","type":"other","venue":"Edinburgh Research Explorer (University of Edinburgh)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.004173161,0.001433753,0.002177258,0.007846278,0.0009083266,0.0003582463,0.00550006,0.003011294,0.2543823],"category_scores_gemma":[0.001123794,0.001711447,0.00113382,0.004252766,0.004626761,0.001233361,0.002853727,0.00652901,0.001443589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006750614,"about_ca_system_score_gemma":0.001492938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003160785,"about_ca_topic_score_gemma":0.0006623549,"domain_scores_codex":[0.9861276,0.0004238962,0.0004998229,0.002793129,0.006881764,0.003273814],"domain_scores_gemma":[0.9904302,0.0007573132,0.0009702021,0.003964671,0.002090167,0.001787462],"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":[0.0003102437,0.0004562788,0.0002344441,0.00009318336,0.0007563448,0.0005212051,0.004042404,6.023286e-7,0.00532681,0.0001996555,0.98373,0.00432888],"study_design_scores_gemma":[0.002357733,0.0003923375,0.00003225618,0.0008369515,0.0002145023,0.00001924023,0.01351521,0.0001330631,0.0006863207,0.001569787,0.9787524,0.001490223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001404354,0.002069718,0.0005580891,0.007121359,0.004519198,0.002877904,0.001918334,0.001612241,0.9779188],"genre_scores_gemma":[0.004383121,0.002093427,0.002459798,0.0000591422,0.005338401,0.00001750415,0.0003858286,0.001774427,0.9834884],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2529387,"threshold_uncertainty_score":0.9998807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09058974915864783,"score_gpt":0.308645841231395,"score_spread":0.2180560920727472,"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."}}