{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005262894,0.0008221075,0.0007644603,0.001484175,0.008433831,0.01145634,0.001454247,0.003543889,0.02786161],"category_scores_gemma":[0.01567072,0.0003103317,0.0007259377,0.001636038,0.009087519,0.01489798,0.005998954,0.009186625,0.01804227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002396674,"about_ca_system_score_gemma":0.005136515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004264979,"about_ca_topic_score_gemma":0.007579092,"domain_scores_codex":[0.9925527,0.004242763,0.0002491515,0.0004461693,0.001709185,0.0008000358],"domain_scores_gemma":[0.9909813,0.001756484,0.0008586698,0.0005162293,0.002812054,0.003075179],"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":[0.00004181466,0.00007756041,0.003334842,0.0004568906,0.00002406645,0.0007767418,0.07642141,0.00003302041,0.0006337826,0.02154853,0.8127193,0.08393204],"study_design_scores_gemma":[0.000004993399,0.00005946263,0.001310285,0.0006398681,0.00001308658,0.001144549,0.08623438,0.0000280824,0.0001819737,0.005192329,0.90516,0.00003101751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01354598,0.02299493,0.004214406,0.7014946,0.02659468,0.0001175073,0.0002497474,0.000552558,0.2302356],"genre_scores_gemma":[0.2066623,0.02670526,0.006560619,0.3926075,0.008104348,0.0001913871,0.0005546464,0.0008610956,0.3577529],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02786161,"threshold_uncertainty_score":0.09320635,"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."}}