{"id":"W4238410033","doi":"10.1038/nj7492-391a","title":"Strapped students","year":2014,"lang":"en","type":"article","venue":"Nature","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001694795,0.00002754498,0.00003773116,0.00001817278,0.0002097294,0.00002153194,0.0002182793,0.0004920813,0.0000937548],"category_scores_gemma":[0.00002052826,0.00001988017,0.0000249661,0.00006237927,0.00004044341,0.00005722331,0.00002344843,0.0004787199,0.0000364175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002169999,"about_ca_system_score_gemma":0.00001402376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001287872,"about_ca_topic_score_gemma":0.001070521,"domain_scores_codex":[0.9995195,0.00002484655,0.0000220845,0.00006535874,0.0002605699,0.0001076512],"domain_scores_gemma":[0.9998454,0.00001156134,0.00001282601,0.00005523739,0.00002509617,0.00004982381],"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":[0.00002914318,0.0003302956,0.04979581,0.00002702796,0.0001004034,0.00001210106,0.06830582,0.00000600049,0.0001512112,0.6971503,0.04385474,0.1402371],"study_design_scores_gemma":[0.0001503557,0.00001475847,0.01943088,0.000004160841,0.000003084542,8.120975e-8,0.003602213,0.000002017596,0.00001355132,0.001317214,0.9754133,0.0000484357],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6150795,0.0001129129,0.00001849041,0.006332505,0.0004870333,0.00006883925,0.000001078738,0.0000659716,0.3778337],"genre_scores_gemma":[0.9900427,0.00009369921,0.00003691349,0.0004003703,0.0002422493,1.233167e-7,9.593027e-7,0.000001825794,0.009181106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9315585,"threshold_uncertainty_score":0.3795381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009699320932882812,"score_gpt":0.3152872069784544,"score_spread":0.3055878860455716,"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."}}