{"id":"W209697685","doi":"10.29173/iasl7772","title":"Notes from the Noodle Factory","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Factory (object-oriented programming); Existentialism; Relevance (law); Reading (process); Political science; Management; Sociology; Computer science; Law; Economics","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":[],"category_scores_codex":[0.0002658919,0.00009475725,0.00009926958,0.00001447596,0.000654395,0.0006951418,0.0004334673,0.0000830904,0.0011066],"category_scores_gemma":[0.0007003103,0.0000698278,0.00004774418,0.0003203691,0.0003415622,0.00177764,0.00007396235,0.0001534581,0.0001402942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001770516,"about_ca_system_score_gemma":0.000748327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163891,"about_ca_topic_score_gemma":0.0007542195,"domain_scores_codex":[0.9988383,0.00003001017,0.000141112,0.0002840723,0.0004272262,0.0002792503],"domain_scores_gemma":[0.9990996,0.0001833558,0.0000710087,0.00007953731,0.000445179,0.0001213633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001133821,0.00006803138,0.1367009,0.00000602867,0.00001567297,0.000008097348,0.7720039,2.197066e-7,0.001940013,0.06457775,0.01348772,0.01118035],"study_design_scores_gemma":[0.000176642,0.00006324791,0.07933415,0.00005465532,0.00001697849,0.000001983511,0.6478753,0.00004309715,0.01116829,0.03147066,0.2294579,0.0003371272],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422897,0.00009450364,0.00008521117,0.02758034,0.0002722033,0.00009916949,0.0000429682,0.00009239392,0.02944347],"genre_scores_gemma":[0.9949154,0.00005977409,0.000217525,0.001681465,0.0004767345,0.000007571685,0.0000128729,0.000004555137,0.002624086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2159702,"threshold_uncertainty_score":0.9998065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05946218062807522,"score_gpt":0.3031639014618067,"score_spread":0.2437017208337315,"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."}}