{"id":"W4242616856","doi":"10.31219/osf.io/q27xz","title":"CHRISTIANO VOL8 ED 1","year":2019,"lang":"id","type":"preprint","venue":"","topic":"Multimedia Learning Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Business administration; Physics; Business","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001381554,0.000816584,0.001133188,0.0002915637,0.0001605359,0.001056089,0.004710157,0.0009144664,0.003444373],"category_scores_gemma":[0.0003747062,0.0007716054,0.0004499938,0.0003310161,0.0001266615,0.0002728895,0.004435887,0.001813892,0.08518911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002778746,"about_ca_system_score_gemma":0.001030471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001874217,"about_ca_topic_score_gemma":0.0000238318,"domain_scores_codex":[0.9937073,0.000659481,0.001058471,0.0023097,0.001266524,0.000998512],"domain_scores_gemma":[0.9935591,0.0005256296,0.000816485,0.004293587,0.0003975952,0.0004076418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006491783,0.0008384294,0.03743517,0.004931988,0.001150878,0.0003607417,0.01841223,0.03930199,0.001788837,0.02485532,0.7774111,0.09344841],"study_design_scores_gemma":[0.0005796838,0.0001001256,0.006524794,0.0006361377,0.00002992188,0.00004014828,0.00005779796,0.6816043,0.0002845467,0.0000581509,0.3089947,0.001089801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004100704,0.001357989,0.7488334,0.002103936,0.0380806,0.002323413,0.0000142222,0.001151011,0.2020348],"genre_scores_gemma":[0.5813857,0.0001306073,0.04682883,0.0005503645,0.002077226,0.0001019039,0.00005533973,0.0001151469,0.3687548],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7020045,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910029173239046,"score_gpt":0.2585434871547543,"score_spread":0.2394431954223638,"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."}}