{"id":"W3108590730","doi":"10.5204/mcj.2726","title":"A Flattering Robopocalypse","year":2020,"lang":"en","type":"article","venue":"M/C Journal","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001532329,0.0001035658,0.0001663673,0.00007123754,0.0001065847,0.000043165,0.0002685555,0.0001293929,0.004758017],"category_scores_gemma":[0.00003189143,0.00009493677,0.00007410936,0.0001447186,0.00005545469,0.00005639038,0.0000565525,0.0005954153,0.001004823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002214697,"about_ca_system_score_gemma":0.00001632472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001947017,"about_ca_topic_score_gemma":0.000004155189,"domain_scores_codex":[0.9990774,0.00006993079,0.0002485774,0.0001803715,0.0001178337,0.0003059049],"domain_scores_gemma":[0.9995146,0.00002144964,0.00008494558,0.0001736128,0.00002937175,0.0001759622],"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":[0.0005295278,0.0007705398,0.2785256,0.00003031162,0.0005343911,0.007197743,0.02893487,0.00002219967,0.05528178,0.08158679,0.1582693,0.388317],"study_design_scores_gemma":[0.003793123,0.001378206,0.06202674,0.0000298374,0.0001454406,0.006301026,0.006340107,0.0001543351,0.002350526,0.003610766,0.9131355,0.0007343342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628368,0.0004147506,0.004116108,0.008425111,0.001557778,0.00006986198,0.000002865342,0.000198106,0.02237862],"genre_scores_gemma":[0.9939185,0.000007583709,0.0003756996,0.002862217,0.0007992173,0.000004880688,0.000001159075,0.00002354547,0.002007156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7548662,"threshold_uncertainty_score":0.999773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07886159365011906,"score_gpt":0.3617575260387456,"score_spread":0.2828959323886265,"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."}}