{"id":"W3144933465","doi":"10.29173/iasl7756","title":"Are we there yet?","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Public relations; World Wide Web; Sociology; Library science; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001016086,0.0001906503,0.0002092476,0.0000590224,0.0001336531,0.0008461405,0.001154682,0.00009860621,0.000240735],"category_scores_gemma":[0.00004146132,0.0001683101,0.00006530163,0.0005284722,0.00004238923,0.002607798,0.0005494845,0.0002068019,0.0001984605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001079633,"about_ca_system_score_gemma":0.0001534059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001040528,"about_ca_topic_score_gemma":0.000008984152,"domain_scores_codex":[0.9985792,0.00001323884,0.0001942726,0.0005473678,0.0003055267,0.000360374],"domain_scores_gemma":[0.9987887,0.00003028579,0.0001638186,0.0002247323,0.0006342764,0.0001581742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003670143,0.0004404918,0.07080599,0.0006925224,0.0001306704,0.0004939159,0.2269997,0.000005827613,0.00255366,0.5488089,0.09088483,0.05814679],"study_design_scores_gemma":[0.001264249,0.0003088705,0.1063433,0.001050354,0.00003499043,0.0002485462,0.1434212,0.01470611,0.04303593,0.1279277,0.5596227,0.002036095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9095311,0.001507373,0.004231937,0.04377675,0.0006207207,0.0001709837,0.00002348597,0.0008189593,0.03931867],"genre_scores_gemma":[0.9895991,0.0001069904,0.003848077,0.002179287,0.0001190637,0.00001255581,0.000002278305,0.00001121677,0.004121449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4687379,"threshold_uncertainty_score":0.8159352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106403806716706,"score_gpt":0.2417564682444388,"score_spread":0.2106924301772718,"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."}}