{"id":"W3207534801","doi":"10.1002/pra2.508","title":"Welcome to Information Science Sponsored by <scp>SIG‐HFIS</scp>","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"Scientific Research and Technology","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"BATES; Theme (computing); Perspective (graphical); Information science; Event (particle physics); Indigenous; Sociology; Library science; Media studies; Visual arts; Engineering; Art; World Wide Web; Computer science; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.004480118,0.0001153223,0.0001750531,0.001950895,0.0009607194,0.001109695,0.002748271,0.0001568871,8.35177e-7],"category_scores_gemma":[0.02632665,0.00009440778,0.00003928264,0.01394313,0.0007629981,0.01380537,0.001369241,0.0001884449,0.00003189507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000379531,"about_ca_system_score_gemma":0.0006883914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004510943,"about_ca_topic_score_gemma":9.976275e-7,"domain_scores_codex":[0.9969727,0.000004739259,0.0004901307,0.0002961628,0.001608887,0.000627353],"domain_scores_gemma":[0.9912656,0.0001305228,0.0006138391,0.0003202746,0.007542063,0.0001276913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003086501,0.00002962566,0.00766241,0.00004062261,0.00001013785,4.151765e-8,0.001411698,0.000003467978,0.08231967,0.8526566,0.022741,0.03312166],"study_design_scores_gemma":[0.0005125214,0.0001210769,0.006586017,0.00002153254,0.000004532083,0.0000200152,0.001983738,0.004616935,0.6640391,0.02028566,0.3017067,0.0001021652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227981,0.0000455925,0.01242412,0.03592774,0.001566964,0.001487677,0.00006884248,0.0006003738,0.02508059],"genre_scores_gemma":[0.9905551,0.00002286825,0.008349027,0.0005736868,0.00001193856,0.00009799337,0.000003446417,0.000002721472,0.0003832279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8323709,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008119154812779032,"score_gpt":0.2467436129934927,"score_spread":0.2386244581807137,"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."}}