{"id":"W6943834117","doi":"10.17605/osf.io/76wmp","title":"Like-Meisters","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009737629,0.0005578789,0.0006018725,0.0004580105,0.0009841704,0.0001968247,0.003172252,0.0001540443,0.9125274],"category_scores_gemma":[0.001826689,0.0007219397,0.0004548289,0.0009509672,0.0003141306,0.0004550304,0.008233414,0.001356953,0.9839312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001526415,"about_ca_system_score_gemma":0.0003432106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004360556,"about_ca_topic_score_gemma":0.00005420527,"domain_scores_codex":[0.9906138,0.002046564,0.0009237974,0.003863922,0.001462107,0.001089852],"domain_scores_gemma":[0.990481,0.0005155959,0.0004988171,0.00785219,0.0001573488,0.0004950754],"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":[0.001161227,0.002274241,0.07376425,0.000134669,0.0007001899,0.0004080534,0.007499221,0.02480839,0.06890014,0.00567931,0.7961901,0.01848022],"study_design_scores_gemma":[0.001476567,0.000002422531,0.01744205,0.00002240689,0.0001155553,0.0002843589,0.0008839505,0.001415455,0.005348113,0.00352613,0.9685588,0.0009241335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2232563,0.00000198088,0.0003369379,0.0003957819,0.000941597,0.00122204,0.0001348137,0.0008119562,0.7728986],"genre_scores_gemma":[0.5496392,0.000009433192,0.0008707809,0.0006154913,0.0000861395,0.00103688,0.00007402809,0.0002107591,0.4474573],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3263829,"threshold_uncertainty_score":0.9997878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736868517984822,"score_gpt":0.2567509946107339,"score_spread":0.2393823094308857,"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."}}