{"id":"W2133466209","doi":"10.1093/icb/icr025","title":"Perspective: Matching, Mate Choice, and Speciation","year":2011,"lang":"en","type":"article","venue":"Integrative and Comparative Biology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Genetic algorithm; Mate choice; Mating preferences; Sympatric speciation; Sexual selection; Preference; Matching (statistics); Context (archaeology); Biology; Evolutionary biology; Mating; Ecology; Statistics; Mathematics","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":[0.001721997,0.0007942606,0.0008483119,0.001745275,0.001789514,0.00263041,0.00115179,0.004052349,0.007558329],"category_scores_gemma":[0.002453637,0.0002071332,0.0005463361,0.002476651,0.01143226,0.005234262,0.002045986,0.003203697,0.0007600931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002176318,"about_ca_system_score_gemma":0.00098483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003651749,"about_ca_topic_score_gemma":0.002598052,"domain_scores_codex":[0.9987338,0.000779019,0.00003074988,0.0002654379,0.0001297408,0.00006122838],"domain_scores_gemma":[0.9988737,0.0007134543,0.0001344983,0.00009021471,0.00009921215,0.00008893625],"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":[0.00001092155,0.00001125473,0.0006855789,0.00009481514,0.00001528427,0.00008790661,0.0003731011,0.0006806846,0.0001631531,0.9828359,0.002645142,0.01239624],"study_design_scores_gemma":[0.000007261346,0.00002159474,0.0008702545,0.0000689523,0.00001036356,0.0003228444,0.0004377599,0.001269367,0.0001245494,0.958343,0.03851234,0.00001174691],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03816581,0.1733965,0.2077308,0.2095011,0.003416399,0.00008422996,0.0007517881,0.0001361938,0.3668173],"genre_scores_gemma":[0.7862512,0.1012769,0.06011373,0.02648967,0.006786323,0.0001669929,0.0004602731,0.00006274311,0.01839224],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007558329,"threshold_uncertainty_score":0.02528507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1546670893059992,"score_gpt":0.2910348549731769,"score_spread":0.1363677656671777,"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."}}