{"id":"W7030506976","doi":"","title":"Notes and Book Reviews","year":2024,"lang":"en","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum","funders":"","keywords":"Exposition (narrative); Work (physics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006951089,0.0009469056,0.0008588568,0.00599202,0.001197954,0.003082259,0.00122521,0.001081051,0.3085413],"category_scores_gemma":[0.004534089,0.0003698235,0.0005940874,0.009652994,0.0007665817,0.002583048,0.001424774,0.001490417,0.2542695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00219336,"about_ca_system_score_gemma":0.002238833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009364047,"about_ca_topic_score_gemma":0.01678209,"domain_scores_codex":[0.9992543,0.00007190716,0.00004573444,0.00009406956,0.000476313,0.00005755651],"domain_scores_gemma":[0.9980178,0.0005709669,0.0001175584,0.0002403969,0.000806398,0.000246857],"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":[0.000006976527,0.00001541524,0.00002715694,0.0001821982,0.000001954227,0.00002074233,0.0000242854,0.00004443231,0.00005389611,0.003787843,0.9148501,0.08098496],"study_design_scores_gemma":[0.000001047086,0.000002531857,0.00009045679,0.000131267,8.480839e-7,0.00002332013,0.00001387889,0.000006718541,0.00001380539,0.0007841067,0.9989299,0.000001940006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003439187,0.1855143,0.001285816,0.009223032,0.02849472,0.00008043696,0.001776971,0.0003933149,0.7728875],"genre_scores_gemma":[0.001601272,0.09352026,0.001095394,0.003641002,0.007636589,0.00005540287,0.001535807,0.0002756588,0.8906386],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3085413,"threshold_uncertainty_score":0.986282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02416530151642088,"score_gpt":0.2200500958110832,"score_spread":0.1958847942946623,"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."}}