{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004313915,0.0005311349,0.0004702642,0.000701651,0.002154235,0.007447273,0.0008649052,0.002189342,0.4506714],"category_scores_gemma":[0.005295225,0.0003976223,0.0003937903,0.0008378584,0.001083853,0.006792563,0.002126439,0.003396372,0.3253331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006457517,"about_ca_system_score_gemma":0.0007445925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552637,"about_ca_topic_score_gemma":0.007127763,"domain_scores_codex":[0.9994733,0.00006041933,0.00001978663,0.00006142085,0.0003333223,0.00005179327],"domain_scores_gemma":[0.9981066,0.0004405089,0.00008502691,0.0002471631,0.0006356042,0.0004850543],"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":[0.00001135729,0.00001180352,0.00008621721,0.0000694555,0.000002776262,0.00006488638,0.0001062243,0.00001626528,0.0002325959,0.003158335,0.9633723,0.03286776],"study_design_scores_gemma":[0.000001537548,0.000005236546,0.00009085819,0.00004459575,0.000001083088,0.0001017219,0.0001461355,0.00001518301,0.00005111207,0.0005149801,0.9990247,0.000002793392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001417317,0.01199441,0.002656341,0.03345174,0.02296774,0.0001017142,0.0006006942,0.002109659,0.9247004],"genre_scores_gemma":[0.005486624,0.003120066,0.001427645,0.009615639,0.002039935,0.00002619651,0.0003173908,0.0008710864,0.9770954],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4506714,"threshold_uncertainty_score":0.7835505,"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."}}