{"id":"W2292497850","doi":"","title":"The Pipeline: A Dangerous Education","year":2016,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"American Literature and Humor Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Mathematics education; Computer science; Sociology; Psychology; Epistemology; Philosophy; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003267257,0.0003663424,0.0003685269,0.001203348,0.01509592,0.01067552,0.001142084,0.004292563,0.029473],"category_scores_gemma":[0.007211586,0.0002794975,0.0004270827,0.0008425616,0.01719977,0.02152381,0.01290821,0.009120792,0.002882291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005559041,"about_ca_system_score_gemma":0.01727423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009238746,"about_ca_topic_score_gemma":0.02340253,"domain_scores_codex":[0.9964795,0.001473996,0.00008100052,0.0002288527,0.0005734232,0.001163363],"domain_scores_gemma":[0.9961026,0.0008778279,0.000287413,0.0003873692,0.00048036,0.001864534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003905041,0.0001626326,0.003061618,0.0001597074,0.000005705896,0.0007365735,0.03145618,0.0001618792,0.0002161383,0.6455411,0.1974008,0.1210586],"study_design_scores_gemma":[0.00001303719,0.0001229946,0.00208335,0.0006485871,0.000007176473,0.0004416839,0.05638377,0.0002105226,0.0002341387,0.1947268,0.7451007,0.00002720719],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08190283,0.007640086,0.00838435,0.512694,0.003384156,0.0001027074,0.0002119253,0.000619604,0.3850604],"genre_scores_gemma":[0.8241504,0.003756767,0.005597441,0.04374275,0.0006359945,0.00009310115,0.0001000346,0.0002731123,0.1216503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.029473,"threshold_uncertainty_score":0.09859705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247676289244108,"score_gpt":0.202387642468398,"score_spread":0.1899108795759569,"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."}}