{"id":"W4238965351","doi":"10.1145/3331033.3331034","title":"Editors' introduction","year":2019,"lang":"en","type":"article","venue":"ACM SIGecom Exchanges","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Library science; Computer science; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000395704,0.00006564662,0.00008805269,0.00004395048,0.0002222804,0.00005797139,0.0002876354,0.00009654139,0.002811125],"category_scores_gemma":[0.0004056089,0.00006708639,0.00004756408,0.0001970874,0.00008020602,0.0001918935,0.0000497099,0.00009748865,0.001224068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008636984,"about_ca_system_score_gemma":0.00007308753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004068029,"about_ca_topic_score_gemma":0.0004068433,"domain_scores_codex":[0.999198,0.00008748916,0.00008502426,0.0001759002,0.0002342177,0.0002193277],"domain_scores_gemma":[0.9993753,0.0001147546,0.00004778338,0.0003021892,0.000078522,0.00008141089],"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":[0.000009974819,0.0001450735,0.04526032,0.00003514615,0.00003539212,6.113219e-7,0.1304971,0.000009670466,0.0004969042,0.05551,0.7468015,0.02119834],"study_design_scores_gemma":[0.00007986973,0.00001982989,0.005899347,0.000003177413,0.000004854432,1.912722e-7,0.01695577,0.00001289339,0.00003367857,0.001896274,0.9749863,0.0001078698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7710604,0.0002289241,0.00004082298,0.1111219,0.05874261,0.0004874459,0.000007244193,0.0003081225,0.0580025],"genre_scores_gemma":[0.908863,0.0002287346,0.0005216107,0.0006879154,0.03476334,0.00002003507,0.00002661912,0.00001552873,0.05487318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2281848,"threshold_uncertainty_score":0.9995536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036771861919195,"score_gpt":0.311254810937762,"score_spread":0.29088709231857,"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."}}