{"id":"W4395040322","doi":"10.1353/vcr.2023.a925210","title":"Teaching Textual Analysis Using Hypothes.is","year":2023,"lang":"en","type":"article","venue":"Victorian review","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001427553,0.00007710869,0.0002296539,0.0001471995,0.0004425668,0.00005031026,0.0002038704,0.0000406304,0.001868942],"category_scores_gemma":[0.0001412281,0.00007040512,0.0001750792,0.001643885,0.00003644736,0.0001209297,0.00002511432,0.00009861016,0.0004521423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008280401,"about_ca_system_score_gemma":0.000247803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426301,"about_ca_topic_score_gemma":0.0006274503,"domain_scores_codex":[0.9987604,0.0002967514,0.000198342,0.0001759949,0.0003445419,0.0002239433],"domain_scores_gemma":[0.9994135,0.0001951662,0.00008590397,0.0001595686,0.00005450198,0.00009138985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003837238,0.0002133542,0.166421,0.001780332,0.001777701,0.00001775035,0.09002744,0.00002242994,0.0002008988,0.4706545,0.1131836,0.1556972],"study_design_scores_gemma":[0.00001982466,0.000003052323,0.001593804,0.0001629975,0.0003130522,1.280728e-7,0.001030971,0.00003032824,5.803061e-7,0.000591416,0.9961589,0.0000949435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1449638,0.0874719,0.001069165,0.1177779,0.0063743,0.002273606,0.0001079403,0.001282647,0.6386787],"genre_scores_gemma":[0.8155673,0.09707101,0.00277689,0.01004608,0.009629684,0.00008571495,0.0001682622,0.00006199649,0.06459311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8829753,"threshold_uncertainty_score":0.9990435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1362588849005989,"score_gpt":0.4743789724849516,"score_spread":0.3381200875843527,"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."}}