{"id":"W4413585397","doi":"10.64628/aam.dvqkpu3vr","title":"To keep people — and their money — safe online, regulate dating platforms","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Internet privacy; Business; Commerce; Computer security; Computer science","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":[0.001123425,0.0002905753,0.0001303781,0.0006159382,0.00138016,0.003250121,0.0003078126,0.001210335,0.01818701],"category_scores_gemma":[0.006443769,0.0002040846,0.0002108412,0.0003261191,0.001307793,0.001853218,0.0008372391,0.0013616,0.002646766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004591131,"about_ca_system_score_gemma":0.0007570375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009794198,"about_ca_topic_score_gemma":0.001609647,"domain_scores_codex":[0.999428,0.0002284589,0.00001640345,0.00009481759,0.0001457424,0.00008657199],"domain_scores_gemma":[0.9972626,0.0007728978,0.000652954,0.0003309591,0.0003948088,0.0005858574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009432348,0.004459383,0.2064951,0.0007331643,0.0002497419,0.000489404,0.01904785,0.001725028,0.0753139,0.2586156,0.03246504,0.3994626],"study_design_scores_gemma":[0.0002086675,0.00096654,0.5742946,0.0004494295,0.0002848896,0.00112656,0.02146984,0.004908771,0.02938334,0.2350772,0.1316985,0.0001315847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7384139,0.00138367,0.01062664,0.007753506,0.0004938673,0.0001003592,0.0002332203,0.0001307217,0.2408642],"genre_scores_gemma":[0.9771014,0.0005172524,0.003719786,0.001219307,0.000108884,0.00005459672,0.00006593012,0.00006090926,0.01715193],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01818701,"threshold_uncertainty_score":0.06084162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05409638048055278,"score_gpt":0.3523529232525779,"score_spread":0.2982565427720251,"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."}}