{"id":"W2337082130","doi":"10.1201/b10616","title":"The Shape of Content","year":2008,"lang":"en","type":"book","venue":"","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Content (measure theory); Mathematics; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01526535,0.0008778249,0.0009711318,0.005311218,0.00744795,0.05096634,0.003104691,0.004711638,0.09160171],"category_scores_gemma":[0.09269997,0.0009501876,0.0008724898,0.006199518,0.01272532,0.04769054,0.01770371,0.007762527,0.06014215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01327536,"about_ca_system_score_gemma":0.00851592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127688,"about_ca_topic_score_gemma":0.001356484,"domain_scores_codex":[0.9712378,0.009651975,0.001717857,0.004274774,0.0109606,0.002156981],"domain_scores_gemma":[0.9450904,0.02024591,0.002073453,0.01081102,0.01585566,0.005923504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008735849,0.00002915995,0.0006097964,0.0004544081,0.00001808268,0.000111534,0.01941876,0.0001004022,0.0006301087,0.5381237,0.3133065,0.1271102],"study_design_scores_gemma":[0.00001352428,0.00001640832,0.0003212211,0.0006093084,0.000007595603,0.0001097243,0.00428674,0.00008736405,0.0002531381,0.05465895,0.9396218,0.00001429135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00591477,0.006739369,0.01759117,0.1651928,0.01955155,0.0003507906,0.001720055,0.0008905597,0.782049],"genre_scores_gemma":[0.1887295,0.00848953,0.01396904,0.08509222,0.01763219,0.001345397,0.002762713,0.006425993,0.6755534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9490337,"threshold_uncertainty_score":0.3064383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1522478164480761,"score_gpt":0.2229090541919308,"score_spread":0.07066123774385469,"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."}}