{"id":"W4286382248","doi":"10.3138/jeunesse.13.1.280","title":"diversiSMILES: Forever a work in progress","year":2021,"lang":"en","type":"article","venue":"Jeunesse Young People Texts Cultures","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coaching; George (robot); Work (physics); Session (web analytics); Management; Sociology; Library science; Project management; Pedagogy; Engineering; Computer science; Art history; History; World Wide Web","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":[0.0167127,0.001367223,0.000722183,0.001502499,0.005753666,0.01712686,0.003196493,0.003752106,0.01275709],"category_scores_gemma":[0.01552716,0.0003190323,0.0007300826,0.001341954,0.005985897,0.01314896,0.01805759,0.006518814,0.003939817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002365334,"about_ca_system_score_gemma":0.009806529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002777439,"about_ca_topic_score_gemma":0.00421272,"domain_scores_codex":[0.9891117,0.005532121,0.0002394503,0.0006868532,0.003052449,0.001377388],"domain_scores_gemma":[0.9816551,0.003109582,0.0005230961,0.001865865,0.003663474,0.009182813],"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":[0.0005350718,0.001064161,0.007076885,0.00129115,0.00007511509,0.001395629,0.08894207,0.0006264271,0.004446693,0.1005291,0.1693687,0.6246491],"study_design_scores_gemma":[0.00002326189,0.0004350087,0.001790557,0.001766715,0.00001854516,0.0009654289,0.0864651,0.0004869874,0.002290941,0.01663598,0.8890439,0.0000774279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1919742,0.05326621,0.07136776,0.355423,0.03223879,0.0008245,0.0007670179,0.003315137,0.2908234],"genre_scores_gemma":[0.5412843,0.03409977,0.1195605,0.04311653,0.005274581,0.00115086,0.00263153,0.002926892,0.249955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01712686,"threshold_uncertainty_score":0.0883863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918065138450335,"score_gpt":0.3174060068375441,"score_spread":0.2982253554530407,"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."}}