{"id":"W2762672118","doi":"10.3138/jcfs.47.2.247","title":"Single Singaporeans and their Hesitation to use Commercial Matchmaking Services","year":2016,"lang":"en","type":"article","venue":"Journal of Comparative Family Studies","topic":"Marriage and Sexual Relationships","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intermediary; Commodification; Ethnic group; Romance; Quality (philosophy); State (computer science); Selection (genetic algorithm); Sociology; Business; Political science; Public relations; Psychology; Economics; Marketing; Economy; Law; Computer science; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006461469,0.00009804258,0.0002990531,0.0001107884,0.0005158373,0.00009412531,0.0001046216,0.00003179736,0.000004697105],"category_scores_gemma":[0.000249082,0.00005646994,0.00004281245,0.0001586017,0.0001698321,0.0006237032,0.00003971846,0.00007294116,0.00000595889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008408547,"about_ca_system_score_gemma":0.00004012343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007299488,"about_ca_topic_score_gemma":0.001773622,"domain_scores_codex":[0.9989046,0.0003282986,0.0003039391,0.00008742897,0.0002302316,0.0001455378],"domain_scores_gemma":[0.9973122,0.001710647,0.0002661292,0.00005204073,0.0005714479,0.00008751313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003817577,0.0001709468,0.08492103,0.00002933656,0.0005171312,0.00001265578,0.8344996,0.00002756061,0.0236579,0.01796477,0.008084373,0.02973295],"study_design_scores_gemma":[0.0008541372,0.0009782398,0.4515768,0.0006447323,0.00007450568,0.000004990235,0.4294088,0.000008551106,0.0009526967,0.01469278,0.1004859,0.0003178706],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924859,0.0008912949,0.001326383,0.002631562,0.0003045762,0.0001044075,0.000004779416,0.000009860008,0.002241184],"genre_scores_gemma":[0.9980088,0.0002160145,0.0008195972,0.0003703523,0.0002291282,0.000001754723,2.064142e-7,0.000003873757,0.0003502764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4050908,"threshold_uncertainty_score":0.3967456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2933013807181353,"score_gpt":0.4157802585341965,"score_spread":0.1224788778160611,"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."}}