{"id":"W7001166796","doi":"","title":"ILA/ACRL Newsletter, vol. 24, no. 5, August-September 2014","year":2014,"lang":"en","type":"article","venue":"Iowa Research Online (The University of Iowa)","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ambrose University; University of Akron; Grand Valley State University","keywords":"Process (computing); Identification (biology); Product (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001885799,0.0001141779,0.0002142166,0.0001585081,0.002397144,0.00004160801,0.000810302,0.0001280666,0.002081318],"category_scores_gemma":[0.0008027634,0.00009403774,0.0001727274,0.0005641957,0.002686053,0.0002074478,0.0004198376,0.0004993821,0.001059714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608235,"about_ca_system_score_gemma":0.0002570089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01076273,"about_ca_topic_score_gemma":0.01987555,"domain_scores_codex":[0.9970656,0.000835586,0.000146015,0.0002927484,0.001071582,0.0005884555],"domain_scores_gemma":[0.997304,0.0006210096,0.00008244241,0.0004202647,0.001362946,0.0002092928],"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":[0.00004964173,0.0001455384,0.001063718,0.00002143689,0.00005334816,0.00001131862,0.00409725,0.00005148105,0.0002122319,0.01066936,0.9796435,0.003981237],"study_design_scores_gemma":[0.0004073811,0.00008560868,0.003577336,0.00002513953,0.00001862892,4.676989e-7,0.007428846,0.0004277675,0.00001840903,0.0005301271,0.9873647,0.0001155972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2724205,0.0005574329,0.001291936,0.1409666,0.001821247,0.001277963,0.0001348416,0.0002130035,0.5813165],"genre_scores_gemma":[0.545943,0.00117462,0.002156966,0.0005922681,0.003258382,9.975098e-7,0.000044908,0.00003202519,0.4467969],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2735224,"threshold_uncertainty_score":0.9997181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05514997242869361,"score_gpt":0.3429248069906743,"score_spread":0.2877748345619807,"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."}}