{"id":"W2102073268","doi":"10.14288/workplace.v0i19.182376","title":"Required Payment: Extracting a Pound of Flesh","year":2011,"lang":"en","type":"article","venue":"Open Collections","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Waterloo; Nipissing University","funders":"","keywords":"Pound (networking); Flesh; Payment; Art; Economics; Computer science; Food science; Chemistry; World Wide Web; Finance","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":[0.01227184,0.0008607985,0.001019382,0.003815808,0.007067764,0.01324143,0.002349684,0.005589487,0.1672039],"category_scores_gemma":[0.1113312,0.0009679658,0.001037061,0.00268466,0.00364137,0.01387092,0.01036487,0.005991685,0.06088439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004132969,"about_ca_system_score_gemma":0.01080572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003508,"about_ca_topic_score_gemma":0.004440175,"domain_scores_codex":[0.985222,0.003873183,0.001072691,0.0008687868,0.007178978,0.001784305],"domain_scores_gemma":[0.9637231,0.01322889,0.001671287,0.008004934,0.009638024,0.00373378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004019638,0.0002127252,0.003128587,0.0002828899,0.00005109168,0.001189979,0.001415104,0.0008517879,0.001428474,0.228573,0.448585,0.3138794],"study_design_scores_gemma":[0.0000594208,0.0001857799,0.003476359,0.001043998,0.00003150402,0.00167897,0.004336217,0.001216228,0.000975008,0.06716425,0.9196817,0.0001504438],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03495245,0.003587041,0.07422164,0.1160333,0.01669592,0.001186055,0.001859411,0.002269488,0.7491947],"genre_scores_gemma":[0.2911028,0.003932781,0.04657865,0.02591788,0.004633497,0.000861196,0.002521851,0.002675871,0.6217756],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1672039,"threshold_uncertainty_score":0.5593526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1793195343065709,"score_gpt":0.3883876345669737,"score_spread":0.2090681002604027,"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."}}