{"id":"W3146210092","doi":"10.29173/iasl8064","title":"The Best Way to Ask","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ask price; Value (mathematics); Action (physics); Measure (data warehouse); Mathematics education; Psychology; Computer science; Pedagogy; Public relations; Political science; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005696476,0.00009199357,0.00009270656,0.0000427144,0.00125504,0.001517244,0.0005776696,0.00005850176,0.0003802122],"category_scores_gemma":[0.000809064,0.00006639746,0.00004309456,0.0007268055,0.0002255226,0.007381534,0.0001373494,0.0001290166,0.0009076289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002810308,"about_ca_system_score_gemma":0.0003941027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001183096,"about_ca_topic_score_gemma":0.00003248174,"domain_scores_codex":[0.99863,0.00001854441,0.0002208477,0.0002014983,0.0005104291,0.0004186601],"domain_scores_gemma":[0.9983383,0.00007369806,0.00006906447,0.0000888575,0.001179405,0.0002506789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009234059,0.00002342944,0.003576135,0.000006973484,0.000005558303,0.000001872018,0.5498221,3.500535e-7,0.00008491367,0.3600342,0.03682136,0.04961385],"study_design_scores_gemma":[0.00004175527,0.00003128173,0.001321441,0.00001843897,0.000001779214,0.000001657254,0.3018155,0.00002211642,0.0004692136,0.002981768,0.693199,0.00009609875],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6453853,0.00007970606,0.00008633707,0.07109176,0.0005516409,0.0002278782,0.00001513724,0.0001198615,0.2824424],"genre_scores_gemma":[0.9559978,0.0001047038,0.0003596977,0.005912726,0.0002787928,0.00002221211,0.000002721004,0.000004238891,0.03731714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6563776,"threshold_uncertainty_score":0.9998703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698265486242707,"score_gpt":0.2969572222947127,"score_spread":0.2699745674322856,"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."}}