{"id":"W2490492671","doi":"10.1016/s0924-6509(02)80009-5","title":"Almost Free Modules Revisited","year":2002,"lang":"en","type":"book-chapter","venue":"North-Holland mathematical library","topic":"Rings, Modules, and Algebras","field":"Mathematics","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Geology; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001931922,0.001186766,0.001893018,0.0003379384,0.0002189425,0.0002979319,0.001321817,0.0009134308,0.01770027],"category_scores_gemma":[0.0003670821,0.0009718781,0.0007335417,0.0001215135,0.000281833,0.0005461901,0.0007888449,0.001050536,0.003015877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002890739,"about_ca_system_score_gemma":0.00006191936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.569261e-7,"about_ca_topic_score_gemma":0.000003139839,"domain_scores_codex":[0.9955873,0.0000537678,0.001527002,0.001059363,0.0009973798,0.0007751482],"domain_scores_gemma":[0.9953211,0.000957459,0.0006366487,0.002479824,0.00007672951,0.0005282509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002388268,0.0001449123,0.00008923822,0.001571559,0.0002185596,0.000214491,0.0001284887,2.557981e-7,0.000001910903,0.7470775,0.2495249,0.001004299],"study_design_scores_gemma":[0.0005895822,0.00008010166,0.0000693529,0.001221717,0.000262724,0.0001027476,0.000006377998,0.00009048078,0.00003085254,0.8009875,0.1955959,0.0009626381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001994145,0.001281756,0.0006148351,0.0005216823,0.0001750361,0.001047371,0.0006848502,0.00123719,0.9924431],"genre_scores_gemma":[0.001272151,0.001146838,0.032376,0.0005794158,0.001591653,0.00005232266,0.0004317306,0.0006907495,0.9618592],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05392898,"threshold_uncertainty_score":0.9992732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03771688463208387,"score_gpt":0.2334115290256901,"score_spread":0.1956946443936062,"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."}}