{"id":"W4407276176","doi":"10.70266/9783886177493","title":"10.70266/9783886177493","year":2000,"lang":"en","type":"book","venue":"Time to knit","topic":"Sociology and Education 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":[{"model":"gemma","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009790331,0.001506913,0.001148539,0.002367747,0.001932393,0.008480242,0.002405248,0.003729156,0.9733881],"category_scores_gemma":[0.003957501,0.0007485645,0.00113446,0.003270398,0.001005333,0.00650422,0.005574169,0.00205269,0.9774358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009999445,"about_ca_system_score_gemma":0.001254249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001927603,"about_ca_topic_score_gemma":0.002373945,"domain_scores_codex":[0.9989402,0.0001377392,0.0000796072,0.0002453827,0.0004408148,0.0001562495],"domain_scores_gemma":[0.9978868,0.0005513794,0.0001329949,0.0003154813,0.0005555993,0.0005576683],"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":[0.0000830534,0.00007443169,0.0002768911,0.0004417089,0.000008791051,0.0001476691,0.0001348663,0.0001152016,0.0006062257,0.003849504,0.7574189,0.2368428],"study_design_scores_gemma":[0.0000109985,0.0000129132,0.0002754917,0.0001467702,0.000003799868,0.00009797652,0.00008846807,0.00005308725,0.00009982188,0.0006142863,0.9985875,0.000009008454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002735623,0.0006819442,0.0008063065,0.0006950326,0.0004440444,0.00009477279,0.001742162,0.001340914,0.9939212],"genre_scores_gemma":[0.001021789,0.0005408549,0.0003588275,0.0004356827,0.00009997705,0.00006958414,0.001233459,0.0006137282,0.9956261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02661192,"threshold_uncertainty_score":0.03795862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02520784293644752,"score_gpt":0.2831280282927613,"score_spread":0.2579201853563138,"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."}}