{"id":"W3123564399","doi":"","title":"Algorithmic Psychometrics and the Scalable Subject","year":2018,"lang":"en","type":"article","venue":"","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Data science; Subject (documents); Big data; Profiling (computer programming); Computer science; Position paper; Sociology; Cognitive science; Psychology; World Wide Web; Data mining","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.05783503,0.001054365,0.001743242,0.005369626,0.003272682,0.01144786,0.002401548,0.002889988,0.008651004],"category_scores_gemma":[0.2937469,0.0009754768,0.001726977,0.0046242,0.02898091,0.0214147,0.01050564,0.005655311,0.001109806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004553309,"about_ca_system_score_gemma":0.005068561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002394256,"about_ca_topic_score_gemma":0.001464107,"domain_scores_codex":[0.9567707,0.02817526,0.002288292,0.005430527,0.006533478,0.0008016543],"domain_scores_gemma":[0.669376,0.2603335,0.01206981,0.04292767,0.01287041,0.002422595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002653325,0.00002638045,0.003948168,0.0001112557,0.00003183301,0.00003481283,0.0008234164,0.002183457,0.0001033547,0.97536,0.001041205,0.01630962],"study_design_scores_gemma":[0.00001276014,0.00001710659,0.0005697493,0.00005515718,0.000008124202,0.00002574171,0.0001900445,0.007322997,0.00007807119,0.9890381,0.002668601,0.00001345147],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0664889,0.002868604,0.8379379,0.03855285,0.0006593418,0.0003559617,0.0007529029,0.0006448321,0.05173872],"genre_scores_gemma":[0.7464465,0.001328784,0.2418376,0.002859914,0.001449146,0.001071343,0.0006983595,0.0003483862,0.003959958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9967273,"threshold_uncertainty_score":0.3058645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06789619249225258,"score_gpt":0.4330408620010886,"score_spread":0.365144669508836,"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."}}