{"id":"W3141044228","doi":"10.29173/iasl7708","title":"\"What's in it for me?\"","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Curriculum; Political science; Context (archaeology); Authorization; Pedagogy; Medical education; Sociology; Library science; Public relations; Medicine; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0003087489,0.0000885781,0.0001282233,0.00003730583,0.0001930366,0.0005647948,0.0001862482,0.0001004885,0.0002917472],"category_scores_gemma":[0.001355369,0.00008513802,0.00004747981,0.0003042105,0.0001115704,0.001137447,0.0000328251,0.00009196795,0.00004102454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007691884,"about_ca_system_score_gemma":0.000407817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006042497,"about_ca_topic_score_gemma":0.001783583,"domain_scores_codex":[0.9990372,0.00001393057,0.000166574,0.0002506263,0.0002120599,0.0003195842],"domain_scores_gemma":[0.9977566,0.00004322977,0.0000550301,0.00003914212,0.001973091,0.0001328929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009103009,0.00006467664,0.0006366472,0.00002032279,0.000004774744,0.000001192496,0.9243145,1.574466e-7,0.0002365196,0.04631005,0.02570627,0.00269576],"study_design_scores_gemma":[0.0001834802,0.00001069202,0.001065198,0.00004999843,0.000004217339,0.000001172584,0.638272,0.00001801101,0.0003820097,0.001870639,0.358041,0.0001015086],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041408,0.0001648427,0.0000121855,0.06955199,0.00125565,0.0003657673,0.00001282895,0.00007056232,0.02442542],"genre_scores_gemma":[0.9826075,0.0002524411,0.0005680874,0.002046604,0.0001784733,0.00006925357,0.000009179563,0.000004690223,0.01426381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3323348,"threshold_uncertainty_score":0.544633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05834350356904145,"score_gpt":0.3752745445851206,"score_spread":0.3169310410160792,"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."}}