{"id":"W3151342766","doi":"10.29173/iasl7828","title":"You Can't Judge a Book by Its Cover!","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Sociology; Cover story; Media studies; Aesthetics; Visual arts; Art; Engineering","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":[0.0003120311,0.0001419429,0.0001599661,0.00003901708,0.0005392741,0.0007186887,0.000387537,0.0001318845,0.001987099],"category_scores_gemma":[0.0003875714,0.0001422403,0.00005375366,0.000490703,0.000241583,0.002996397,0.00007560201,0.0001667597,0.0002409481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000460708,"about_ca_system_score_gemma":0.001359273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001852222,"about_ca_topic_score_gemma":0.00007281377,"domain_scores_codex":[0.9982921,0.00002548996,0.0002073946,0.0004300028,0.0005746931,0.0004702622],"domain_scores_gemma":[0.9987773,0.0000306296,0.0001019629,0.0000691109,0.0007385341,0.0002825033],"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":[0.00002431236,0.0001678418,0.009488256,0.00004613735,0.00001723717,0.00002733518,0.390368,2.327047e-7,0.00984874,0.06831291,0.5182553,0.003443669],"study_design_scores_gemma":[0.0002018377,0.00009896197,0.0007152918,0.00004051281,0.00001080993,0.000006184751,0.1099957,0.00004509908,0.01741401,0.002100629,0.8690474,0.0003235466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7694057,0.0005331571,0.00004320181,0.03939223,0.0003903975,0.0002757217,0.0001572634,0.0002174156,0.1895849],"genre_scores_gemma":[0.9017243,0.0002519637,0.0000717849,0.00342215,0.0002102071,0.0000158116,0.00002278795,0.000007434357,0.0942736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3507921,"threshold_uncertainty_score":0.9989252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943799490787321,"score_gpt":0.2860840855786697,"score_spread":0.2566460906707965,"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."}}