{"id":"W4411324649","doi":"10.53762/9gh1xr92","title":"10.53762/9gh1xr92","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Linguistic, Cultural, and Literary Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0001644939,0.00008286118,0.0001156246,0.00001681196,0.0006586133,0.0001059088,0.0001813185,0.00003896556,0.9800833],"category_scores_gemma":[0.0001647054,0.00007014733,0.00004525639,0.0001789913,0.0001162504,0.00008904938,0.00002148019,0.00004770863,0.9311544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000290413,"about_ca_system_score_gemma":0.00003434512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004452021,"about_ca_topic_score_gemma":0.000004530958,"domain_scores_codex":[0.9992147,0.00005922314,0.0001086299,0.0001549908,0.0001982746,0.0002641651],"domain_scores_gemma":[0.9996279,0.0000566856,0.00001569556,0.0001085188,0.00006816692,0.000123003],"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":[0.00003000024,0.00003645826,0.000004461812,0.000003651862,0.00002554413,0.000008383204,0.01065838,0.00000757636,0.000003646515,0.000196968,0.5057513,0.4832736],"study_design_scores_gemma":[0.00006830279,0.00003491451,0.0001115718,0.000007737405,0.000008891292,2.978801e-7,0.00005606425,0.000006094016,0.000001489066,0.00004500823,0.999545,0.0001146671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002429132,0.0001389176,4.348608e-8,0.0009962225,0.00001250079,0.0001204914,0.000008639473,0.0001312927,0.9961628],"genre_scores_gemma":[0.002395754,0.000002758315,0.00009637777,0.0001736676,0.0006340548,0.000008699981,0.000004790322,0.000006407955,0.9966775],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4937937,"threshold_uncertainty_score":0.5065588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014337886842973,"score_gpt":0.2297110307760242,"score_spread":0.2195676519075945,"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."}}