{"id":"W4411656126","doi":"10.51847/swfw8qfqpr","title":"10.51847/SWfw8qFqpR","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; 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":[0.0002006432,0.0000453458,0.00005143581,0.00002613314,0.0002669716,0.0001133015,0.0002120688,0.00003377862,0.9946138],"category_scores_gemma":[0.00002995793,0.00004330883,0.00002430696,0.0002862047,0.00007592794,0.0005630315,0.000008958224,0.00003057115,0.973106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001382017,"about_ca_system_score_gemma":0.0001206899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001122391,"about_ca_topic_score_gemma":0.000002137247,"domain_scores_codex":[0.9993364,0.00004474333,0.0000769362,0.0001290455,0.0002165254,0.0001964024],"domain_scores_gemma":[0.9997001,0.00002606924,0.00001234485,0.00009743613,0.00001402097,0.0001499716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009156939,0.00002010842,0.000003077876,4.691145e-7,0.000001278328,0.00000207626,0.0004152058,0.000007608107,0.00002567217,0.0001463333,0.04772588,0.9516431],"study_design_scores_gemma":[0.00003269458,0.00005175424,0.0001390409,0.000002692545,0.000001465643,2.80311e-7,0.0000197454,0.00001428446,0.00001770605,0.00003309966,0.9996188,0.00006843319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005582438,0.000007047728,2.250359e-7,0.003303005,0.000004061244,0.0000966647,0.000002561839,0.00008936279,0.9909146],"genre_scores_gemma":[0.004962315,4.46562e-7,0.00007551327,0.0002328805,0.000210212,0.000004118496,0.000003864149,0.000003320506,0.9945073],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9518929,"threshold_uncertainty_score":0.2053357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01437820415494481,"score_gpt":0.2366177331256246,"score_spread":0.2222395289706798,"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."}}