{"id":"W4410336079","doi":"10.22269/241217","title":"Bookshelf: Fall 2024","year":2024,"lang":"en","type":"article","venue":"Places","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists; Carleton University","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00005393533,0.00008969921,0.00006947498,0.00006171857,0.00002724962,0.00006882516,0.00007594205,0.00003936738,0.0001685914],"category_scores_gemma":[0.000006987551,0.00007634881,0.00003486152,0.00005394129,0.00001490472,0.00005854712,0.00001506698,0.0001411486,0.0006545909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001538112,"about_ca_system_score_gemma":0.00001041888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001183781,"about_ca_topic_score_gemma":0.00004530033,"domain_scores_codex":[0.9995898,0.000007707845,0.00006898551,0.0001043264,0.00008529023,0.0001438939],"domain_scores_gemma":[0.9997838,0.00007588058,0.000002363632,0.00009125952,0.000003899436,0.00004282151],"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":[0.00002922777,0.00003160537,0.00120723,0.001808119,0.0004029693,0.0003142367,0.01087889,0.08152127,0.009223739,0.006035236,0.797826,0.09072146],"study_design_scores_gemma":[0.000125373,0.00003830471,0.0004648692,0.0001116064,0.0000393687,0.00003457678,0.000106351,0.2689228,0.004989575,0.01107587,0.7136862,0.0004051288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2795172,0.03428428,0.08100795,0.0002548771,0.004254378,0.0002476827,0.00003950717,0.003799728,0.5965944],"genre_scores_gemma":[0.989444,0.00009919942,0.0005727361,0.00004314907,0.0002688917,0.00001031673,0.000002984089,0.00002906553,0.009529724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7099267,"threshold_uncertainty_score":0.8413661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455404814674406,"score_gpt":0.2209400772503021,"score_spread":0.206386029103558,"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."}}