{"id":"W3126442029","doi":"10.29173/iasl7631","title":"Marketing Strategy to Enhance New Book Reading","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":"Reading (process); Perception; Stereotype (UML); Marketing; Marketing strategy; Loan; Psychology; Business; Computer science; Political science; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001168872,0.0003778606,0.0001534178,0.001253797,0.001185575,0.003877216,0.000483826,0.001174577,0.01675963],"category_scores_gemma":[0.002380747,0.0001371931,0.0002620929,0.0007613719,0.0006995255,0.003041579,0.0008890769,0.001064529,0.004001785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001747408,"about_ca_system_score_gemma":0.002168486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772511,"about_ca_topic_score_gemma":0.003151044,"domain_scores_codex":[0.9991519,0.000313834,0.0000196141,0.00009298927,0.0003226901,0.00009888005],"domain_scores_gemma":[0.9987395,0.0004453689,0.0001484735,0.00006576243,0.0003579541,0.0002429186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001455368,0.003296573,0.01919233,0.0006874415,0.00007191509,0.001430775,0.01385512,0.001634712,0.01808427,0.1704031,0.07900482,0.6921934],"study_design_scores_gemma":[0.0001273685,0.0008549921,0.03925564,0.0003593061,0.00008347355,0.0009542935,0.01169465,0.005981221,0.01482765,0.03714056,0.8886512,0.000069595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1269234,0.001457751,0.02032376,0.02646198,0.0004871226,0.000596165,0.00005981824,0.0005800374,0.82311],"genre_scores_gemma":[0.7717798,0.00214893,0.02354206,0.007879633,0.0006416264,0.0002797653,0.00009672847,0.000198672,0.1934328],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01675963,"threshold_uncertainty_score":0.05606657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467375798547603,"score_gpt":0.256169359293716,"score_spread":0.2414956013082399,"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."}}