{"id":"W2774766451","doi":"10.1007/978-94-6209-107-8","title":"Rattling Chains","year":2012,"lang":"en","type":"book","venue":"SensePublishers eBooks","topic":"Engineering and Materials Science Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Concordia University; University of Calgary","funders":"","keywords":"Business","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"],"consensus_categories":[],"category_scores_codex":[0.0002691362,0.0004574782,0.0004578222,0.0002243041,0.00009921083,0.0002375773,0.0002647801,0.0003442995,0.00008061168],"category_scores_gemma":[0.0000248449,0.0004542079,0.0001353866,0.00003445611,0.0001174346,0.0001716339,0.00007930523,0.0004342858,0.0001499182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002127973,"about_ca_system_score_gemma":0.00007812706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003355829,"about_ca_topic_score_gemma":0.000006594757,"domain_scores_codex":[0.9984734,0.00001134389,0.0002996403,0.0002663742,0.0002867469,0.0006624971],"domain_scores_gemma":[0.9992532,0.00004449938,0.00004924733,0.0004083269,0.00005841214,0.0001863887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003234511,0.000005367581,0.000001661785,0.0006506068,0.0002709993,0.00002929715,0.001683248,0.002669125,0.002873267,0.006020757,0.9781035,0.007688906],"study_design_scores_gemma":[0.0001402792,0.00001373156,0.000005158752,0.0001575532,0.00006197295,0.0000182877,0.00004984629,0.0004723472,0.0008004669,0.0004920889,0.9970701,0.0007181178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002163142,0.001197724,0.0004989302,0.0000153089,0.006467106,0.0001808691,0.00002948352,0.001623324,0.9897709],"genre_scores_gemma":[0.005769137,0.00004226898,0.000533464,0.00006423124,0.001896439,0.00002446371,0.000042625,0.0002026029,0.9914247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01896662,"threshold_uncertainty_score":0.999791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00903721710636846,"score_gpt":0.167277601688607,"score_spread":0.1582403845822385,"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."}}