{"id":"W4389817718","doi":"10.2139/ssrn.4664854","title":"INFIDEOS’ 2023 Holiday Gift to Information Science","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Internet privacy; Advertising; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003541943,0.000658052,0.0004905508,0.001289668,0.002379927,0.008563524,0.0009671444,0.006000355,0.256368],"category_scores_gemma":[0.01106671,0.0002811725,0.0005346375,0.0009115982,0.001061808,0.002541562,0.003987433,0.006126418,0.111346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002801578,"about_ca_system_score_gemma":0.003798952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004524038,"about_ca_topic_score_gemma":0.01256598,"domain_scores_codex":[0.9980112,0.0002837716,0.00004622899,0.0001636604,0.0009436408,0.0005513226],"domain_scores_gemma":[0.994121,0.0006958396,0.0001828109,0.0005292304,0.0009359198,0.003535213],"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":[0.00006344412,0.00002581585,0.0001332445,0.00001659276,0.000002748823,0.00004668449,0.00002741345,0.00003315949,0.00009155944,0.0129609,0.9759075,0.01069094],"study_design_scores_gemma":[0.00001514862,0.00001793679,0.0003956354,0.00002097977,0.000001632795,0.00004156091,0.00003700489,0.00008802304,0.0001243367,0.004132724,0.9951203,0.000004587214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00338862,0.004640742,0.002831655,0.1499925,0.06545474,0.00009253355,0.004714486,0.002047086,0.7668377],"genre_scores_gemma":[0.02043619,0.0009402177,0.001302614,0.01398044,0.006208575,0.00005802734,0.001684256,0.0008959881,0.9544938],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9914365,"threshold_uncertainty_score":0.8576363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03972563942668814,"score_gpt":0.3848490750820168,"score_spread":0.3451234356553286,"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."}}