{"id":"W2774716212","doi":"10.1130/abs/2017am-296021","title":"EBOOKS AS A MANDATORY TEXT IN LARGE FIRST YEAR GENERAL EDUCATION GEOSCIENCE COURSE","year":2017,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"York University","keywords":"Course (navigation); Computer science; Data science; Earth science; Geology; Astronomy; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006326382,0.0001447852,0.0002251164,0.00002635434,0.001058641,0.0001481468,0.0005802415,0.0001707705,0.0003616679],"category_scores_gemma":[0.0001144777,0.0001163658,0.0001378987,0.0001279702,0.00262522,0.0001940759,0.0000719441,0.0002585486,0.00004604755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003944716,"about_ca_system_score_gemma":0.0008018131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02683241,"about_ca_topic_score_gemma":0.002761113,"domain_scores_codex":[0.9983352,0.00007223761,0.0002548177,0.000357035,0.0004231908,0.000557559],"domain_scores_gemma":[0.9987535,0.00006395129,0.0004324791,0.000356095,0.0001697938,0.0002241538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002867548,0.00143421,0.860871,0.00002169793,0.00002585882,0.000002620768,0.01204381,0.000008816919,0.000006320079,0.003335557,0.001048897,0.1211726],"study_design_scores_gemma":[0.0002737172,0.0002244238,0.7103979,0.00002770343,0.00001140483,0.000001282319,0.01758966,0.00001148128,0.000005766435,0.0007101304,0.2705877,0.0001588437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405908,0.00008229624,0.00004715542,0.006402255,0.0001938866,0.0005162552,0.000002898266,0.00005634387,0.05210812],"genre_scores_gemma":[0.9874693,0.0001285491,0.008252872,0.0008716074,0.0001428028,0.00008700478,0.00001154217,0.000007027782,0.003029291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2695388,"threshold_uncertainty_score":0.979648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858610691136157,"score_gpt":0.3418747276356656,"score_spread":0.3132886207243041,"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."}}