{"id":"W4232052329","doi":"10.14322/publons.r2143438","title":"10.14322/publons.r2143438","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Statistics; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001204415,0.0002744192,0.000246491,0.00009166245,0.00009264399,0.00005599813,0.0005181257,0.0001852058,0.9993722],"category_scores_gemma":[0.00002109622,0.0002692422,0.00009303694,0.0002353355,0.00009813361,0.0001327305,0.00008031643,0.0002386436,0.9972174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001742248,"about_ca_system_score_gemma":0.00001593699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002027294,"about_ca_topic_score_gemma":0.000007408947,"domain_scores_codex":[0.9985723,0.00006317803,0.0002014391,0.0004625291,0.0003933785,0.0003071939],"domain_scores_gemma":[0.9991817,0.00004335446,0.00003592627,0.0005079595,0.000007275504,0.0002237434],"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":[0.00002488049,0.00007008537,9.966008e-8,0.000004015841,0.00001637535,0.00001342771,0.000002504393,0.00002257653,0.000004414599,4.947478e-8,0.8916332,0.1082083],"study_design_scores_gemma":[0.0001877528,0.00008927531,0.0001593846,0.00001237186,0.00004373411,0.000007609552,2.080384e-7,0.000009422612,0.000008621506,9.348955e-7,0.9991497,0.0003309842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002137102,0.000008129216,4.490318e-7,0.00009467502,0.000005219727,0.0001849711,0.4996215,0.00002889223,0.500054],"genre_scores_gemma":[4.778772e-7,0.000001135893,0.00001041399,0.0001360827,0.0000437378,0.00002454128,0.4130649,0.0000130211,0.5867057],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1078774,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003959399024039642,"score_gpt":0.1712837517543364,"score_spread":0.1673243527302968,"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."}}