{"id":"W7127383945","doi":"10.58066/f3pp-8m34","title":"Interview with Paul Hook","year":2025,"lang":"en","type":"other","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Officer; Hook; Infantry; Crew; Treasure; Multinational corporation; Bridge (graph theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001273838,0.00059325,0.0005395871,0.001149562,0.004095765,0.00152221,0.0005201114,0.001911716,0.06186616],"category_scores_gemma":[0.006359083,0.0005127364,0.0001529717,0.001328379,0.0009076388,0.002275259,0.002019869,0.004106628,0.02505276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002185194,"about_ca_system_score_gemma":0.002508828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01310464,"about_ca_topic_score_gemma":0.02288648,"domain_scores_codex":[0.9990898,0.0003393299,0.00003580688,0.0001775898,0.0001872136,0.0001702104],"domain_scores_gemma":[0.9980633,0.0004409555,0.0001684406,0.00007851973,0.0008349614,0.0004137945],"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":[0.000035308,0.00001609594,0.0004730325,0.0001120681,0.000001666258,0.0003604919,0.01337485,0.00001590274,0.0003355413,0.001017121,0.9730767,0.01118125],"study_design_scores_gemma":[0.000005099448,0.0000170754,0.002001228,0.0001731859,0.000001955833,0.0004193644,0.03346923,0.00004282986,0.0001149407,0.0003428456,0.9633937,0.00001865516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05084947,0.02353935,0.006190195,0.5678439,0.02481302,0.001713882,0.009823075,0.001104924,0.3141222],"genre_scores_gemma":[0.1470168,0.007966885,0.003799985,0.1544274,0.002586833,0.003447173,0.001429472,0.0005084247,0.678817],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06186616,"threshold_uncertainty_score":0.2069629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658855108636456,"score_gpt":0.2730090780730852,"score_spread":0.2464205269867207,"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."}}