{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003507396,0.0005409404,0.0007565136,0.001315001,0.01751016,0.01155857,0.001529681,0.005687414,0.1029411],"category_scores_gemma":[0.009293697,0.0003995632,0.0005975495,0.001259329,0.006887974,0.007382208,0.01640088,0.01450439,0.02106264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006399475,"about_ca_system_score_gemma":0.01513092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007731144,"about_ca_topic_score_gemma":0.02253518,"domain_scores_codex":[0.9943618,0.001160445,0.0001178362,0.0006799866,0.001206136,0.00247387],"domain_scores_gemma":[0.990243,0.0004975895,0.0003074297,0.0006113975,0.001218196,0.007122317],"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":[0.0001618157,0.0003626719,0.005582848,0.00008914302,0.00001609665,0.0006550039,0.01671277,0.0001354365,0.001268582,0.4616009,0.4448083,0.06860641],"study_design_scores_gemma":[0.00002148705,0.0000998757,0.003658678,0.00008526144,0.00000563111,0.0001907184,0.01472722,0.0001218429,0.0004003764,0.02698976,0.9536735,0.00002559746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1028568,0.002257123,0.002523585,0.2832519,0.01643066,0.0002509383,0.0004342318,0.0003095453,0.5916853],"genre_scores_gemma":[0.1778823,0.0004322622,0.0004750474,0.05717797,0.0006857905,0.00009222143,0.0001068209,0.00009662262,0.7630509],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1029411,"threshold_uncertainty_score":0.3443722,"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."}}