{"id":"W4254717786","doi":"10.1007/978-1-4939-7131-2_100787","title":"Old Boys Network","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002767267,0.0005197909,0.0002507288,0.00109301,0.002912303,0.002123466,0.0007015858,0.0009069584,0.457596],"category_scores_gemma":[0.0005727207,0.0002320171,0.0001752351,0.000889284,0.0003626836,0.002614645,0.002864394,0.001400362,0.1665071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110113,"about_ca_system_score_gemma":0.001348274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005871058,"about_ca_topic_score_gemma":0.02821225,"domain_scores_codex":[0.9997939,0.00003330153,0.000003902613,0.00003959806,0.00007088497,0.00005834977],"domain_scores_gemma":[0.9997692,0.00002208791,0.000007427055,0.0000141942,0.00005222136,0.0001349888],"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":[0.00001407852,0.00004221315,0.0003346631,0.00004729777,0.000001344102,0.00009800596,0.000780394,0.00004023653,0.0001073046,0.03948376,0.8478492,0.1112015],"study_design_scores_gemma":[7.361194e-7,0.000002886007,0.0001821149,0.00002183852,5.205228e-7,0.00001937282,0.0002155566,0.000009726415,0.0000219691,0.0007857536,0.9987386,8.582454e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000976566,0.0007886739,0.0003007688,0.001409104,0.0007375202,0.00002497201,0.000357159,0.0001125787,0.9952927],"genre_scores_gemma":[0.001973631,0.0003448123,0.00009212923,0.000200342,0.00005404745,0.00001573106,0.0001287736,0.00004547559,0.9971451],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.457596,"threshold_uncertainty_score":0.7736735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03658686683813889,"score_gpt":0.3082027480720896,"score_spread":0.2716158812339508,"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."}}