{"id":"W4386879920","doi":"10.1007/978-3-031-43587-4_21","title":"Cordial Forests","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Computer graphics (images)","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":[0.0002683759,0.0004075622,0.0004762764,0.001186164,0.00128915,0.002018062,0.0006437147,0.0004436399,0.04949303],"category_scores_gemma":[0.001167747,0.0003249751,0.0004640894,0.001641135,0.0008285618,0.002908268,0.001124708,0.001725423,0.01110116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008468533,"about_ca_system_score_gemma":0.0005095005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198753,"about_ca_topic_score_gemma":0.002409927,"domain_scores_codex":[0.9997916,0.00002441643,0.00001158539,0.00006117702,0.0000756423,0.00003560673],"domain_scores_gemma":[0.9996696,0.00009697567,0.00002031552,0.00008807458,0.00007587168,0.00004921396],"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":[0.00004178177,0.00002287793,0.0001668608,0.00009695134,0.000009132005,0.00005815891,0.0001057361,0.000997323,0.001398295,0.8382459,0.03785359,0.1210034],"study_design_scores_gemma":[0.000009159401,0.00001220661,0.0002489488,0.00004956071,0.00001186403,0.0002513322,0.00004259857,0.00273947,0.001002053,0.7930663,0.2025584,0.000008110022],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01737623,0.004413716,0.1336941,0.001410037,0.001228893,0.00009715761,0.001353942,0.001398245,0.8390277],"genre_scores_gemma":[0.2812368,0.00572905,0.1145679,0.001269575,0.001059539,0.0001470992,0.003500215,0.001237531,0.5912523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04949303,"threshold_uncertainty_score":0.1655707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561092587188098,"score_gpt":0.2579276593432336,"score_spread":0.2323167334713526,"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."}}