{"id":"W2753810900","doi":"10.1177/0956797617714580","title":"Is Romantic Desire Predictable? Machine Learning Applied to Initial Romantic Attraction","year":2017,"lang":"en","type":"article","venue":"Psychological Science","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Psychology; Attraction; Variance (accounting); Romance; Social psychology; Developmental psychology","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":[0.004358788,0.0003856378,0.000676076,0.001292702,0.0004028168,0.001500869,0.0005385572,0.0005861924,0.002122788],"category_scores_gemma":[0.02050633,0.0002859148,0.0007396029,0.001077764,0.0007015032,0.001039569,0.0004850753,0.001470606,0.0005226849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005287278,"about_ca_system_score_gemma":0.0004764916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005282875,"about_ca_topic_score_gemma":0.004274351,"domain_scores_codex":[0.9985501,0.0008104002,0.00007249953,0.0003427287,0.0000906705,0.0001335148],"domain_scores_gemma":[0.9820421,0.01484307,0.001325772,0.0009811849,0.0004961785,0.0003116735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003580143,0.0003274147,0.8547256,0.00006022348,0.0002907182,0.0001293076,0.000303997,0.04197518,0.0008732803,0.001620628,0.001223332,0.09811223],"study_design_scores_gemma":[0.00001763737,0.0001012432,0.2045053,0.00003589478,0.00004307691,0.00008438047,0.0002046697,0.7845551,0.0005250484,0.009444904,0.0004555614,0.00002727782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698243,0.0002947579,0.02710184,0.0006112784,0.00002657113,0.00003082446,0.0003396787,0.0001101618,0.001660556],"genre_scores_gemma":[0.9965101,0.00005278346,0.002929196,0.00002999476,0.0000187565,0.00001520632,0.0002417342,0.000006877072,0.0001952557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005282875,"threshold_uncertainty_score":0.02305174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1200666564536854,"score_gpt":0.4406292804588358,"score_spread":0.3205626240051504,"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."}}