{"id":"W4281729992","doi":"10.1177/08902070221085877","title":"Predicting romantic interest during early relationship development: A preregistered investigation using machine learning","year":2022,"lang":"en","type":"article","venue":"European Journal of Personality","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University of California, Davis; National Science Foundation","keywords":"Psychology; Romance; Moderation; Social psychology; Multilevel model; Perception; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002386302,0.0001361853,0.0001630015,0.0002065543,0.0009608552,0.00005352769,0.0002422555,0.0000242604,0.0004024439],"category_scores_gemma":[0.0001671889,0.0001387447,0.0001060248,0.0002485716,0.00006549913,0.0002092997,0.0001760842,0.001144379,0.00001976347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000233168,"about_ca_system_score_gemma":0.00006600084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003654145,"about_ca_topic_score_gemma":0.00001318413,"domain_scores_codex":[0.9964235,0.002160303,0.0007102172,0.000184695,0.0003185454,0.0002026915],"domain_scores_gemma":[0.9986382,0.0001246622,0.0009235384,0.000128098,0.00007698416,0.0001085088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001056345,0.00004711885,0.9736685,0.00002028845,0.0001003218,0.0001293168,0.02401212,0.001019666,0.0004347414,0.0003050372,0.00000561546,0.0001517088],"study_design_scores_gemma":[0.0008727648,0.0001211932,0.9937649,0.00005912764,0.00005997617,0.0004375816,0.00194997,0.002246168,0.000008006299,0.00005994923,0.0002813096,0.0001390333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955044,0.0001729232,0.001265227,0.0001415326,0.0004869425,0.00009584961,0.000004024066,0.00003834139,0.002290808],"genre_scores_gemma":[0.9964092,6.89426e-7,0.001794555,0.00002448956,0.0001895585,0.000001336525,0.00001861968,0.00003630273,0.001525237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02206215,"threshold_uncertainty_score":0.7390218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1118456424182504,"score_gpt":0.3455843886999388,"score_spread":0.2337387462816884,"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."}}