{"id":"W2342322571","doi":"10.9734/bjast/2016/24007","title":"Isac’s Cones","year":2016,"lang":"en","type":"article","venue":"British Journal of Applied Science & Technology","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":[0.001292736,0.0008414272,0.0007415504,0.002115365,0.002270337,0.003087191,0.0007786623,0.0009807621,0.01092124],"category_scores_gemma":[0.00395608,0.0003364455,0.001138342,0.001361795,0.003667123,0.00359421,0.001716277,0.00347956,0.001997248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002131777,"about_ca_system_score_gemma":0.001426016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004128146,"about_ca_topic_score_gemma":0.002108274,"domain_scores_codex":[0.9986687,0.000261622,0.00007172329,0.0002781923,0.00054619,0.0001736882],"domain_scores_gemma":[0.9979468,0.0005515767,0.0001668337,0.0001423403,0.0009458245,0.0002467107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007094644,0.000004214661,0.00007623404,0.00002317507,0.000003701633,0.00004293242,0.00008181043,0.0004513643,0.0001679397,0.9917718,0.003945866,0.00342385],"study_design_scores_gemma":[0.000009565133,0.0000235646,0.0004440093,0.00005403613,0.000007217767,0.0002397236,0.0001424733,0.00472387,0.0003814435,0.924657,0.06930102,0.00001601692],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07115106,0.01112049,0.2249784,0.007338142,0.001571907,0.0001690971,0.001400875,0.0002861535,0.681984],"genre_scores_gemma":[0.777949,0.009254561,0.06741244,0.002428947,0.002181231,0.0002809557,0.001714894,0.0003513354,0.1384266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01092124,"threshold_uncertainty_score":0.0365352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005926224623885585,"score_gpt":0.2144094540695122,"score_spread":0.2084832294456266,"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."}}