{"id":"W3179602437","doi":"10.1177/19485506211026992","title":"The Friends-to-Lovers Pathway to Romance: Prevalent, Preferred, and Overlooked by Science","year":2021,"lang":"en","type":"article","venue":"Social Psychological and Personality Science","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Romance; Psychology; Focus (optics); Social psychology; Developmental psychology; Psychoanalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1029968,0.0005811022,0.002437498,0.006001791,0.002248741,0.01126905,0.002367471,0.00170255,0.002812745],"category_scores_gemma":[0.1722744,0.0008980347,0.001809977,0.007881762,0.01415568,0.01170801,0.005741954,0.003807496,0.0002329314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002162761,"about_ca_system_score_gemma":0.004775352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00372826,"about_ca_topic_score_gemma":0.006383761,"domain_scores_codex":[0.9285092,0.04506289,0.007143739,0.007544576,0.01063351,0.001106131],"domain_scores_gemma":[0.6639129,0.2735175,0.03233554,0.01806537,0.009425711,0.002742956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001386957,0.0001502096,0.3320725,0.03488887,0.007280566,0.0006598603,0.08184186,0.0003790132,0.001084688,0.08187015,0.004504318,0.4538811],"study_design_scores_gemma":[0.000434063,0.0009346161,0.3994408,0.06658864,0.008632891,0.003779534,0.1310631,0.002570632,0.003230602,0.2810285,0.1018386,0.0004579524],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4377705,0.4320998,0.04126884,0.05334978,0.001978892,0.0003669672,0.0009433085,0.0001272805,0.03209464],"genre_scores_gemma":[0.9277629,0.0585878,0.008645931,0.003193904,0.0008687256,0.0002152228,0.0002398556,0.00006792216,0.0004177499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1029968,"threshold_uncertainty_score":0.5447056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04976604420208947,"score_gpt":0.4312623813083353,"score_spread":0.3814963371062459,"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."}}