{"id":"W2993640618","doi":"10.22148/001c.11826","title":"Do we know what we are doing?","year":2020,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Mental Health Research Topics","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Open science; Value (mathematics); Norm (philosophy); Psychological science; Replication (statistics); Psychology; Space (punctuation); Social psychology; Epistemology; Sociology; Political science; Computer science; Law; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.0003170427,0.0001532857,0.0003815482,0.00008273369,0.00009289548,0.0001859266,0.0004042257,0.0001126123,0.001993747],"category_scores_gemma":[0.0001147924,0.0001001817,0.0002211722,0.0003922799,0.00007181274,0.0005068785,0.00007168676,0.000772071,0.0004239428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220054,"about_ca_system_score_gemma":0.00006197015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004814674,"about_ca_topic_score_gemma":0.000008080524,"domain_scores_codex":[0.9980402,0.0001660471,0.0006434752,0.0001623183,0.000606832,0.0003811186],"domain_scores_gemma":[0.9982305,0.00009664144,0.0005433508,0.000158626,0.0003842361,0.0005866952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008679875,0.0004517976,0.005079911,0.000626872,0.0007434299,0.002100662,0.0288665,0.0002385889,0.0006941616,0.004383584,0.50116,0.4547865],"study_design_scores_gemma":[0.001000647,0.0006788286,0.001102408,0.0005666651,0.00006939725,0.0002739927,0.03233403,0.0002938181,0.0001650071,0.0004750005,0.9628704,0.0001698323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2754123,0.1639962,0.0005782277,0.5443587,0.004440377,0.0005184491,0.00002693544,0.00006618686,0.01060254],"genre_scores_gemma":[0.8947737,0.07882398,0.002510202,0.006321201,0.004937559,0.000003545232,0.000004192535,0.00004776517,0.01257787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6193614,"threshold_uncertainty_score":0.9989186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495892918248977,"score_gpt":0.445563802616336,"score_spread":0.2959745107914384,"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."}}