{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002015863,0.00007765361,0.0001214232,0.00003010533,0.0004160454,0.000370372,0.0005607722,0.00005601344,0.0006497729],"category_scores_gemma":[0.00005390065,0.00004323626,0.00008913797,0.000003414766,0.0002853877,0.0001995738,0.00007511691,0.0002896499,0.00006705696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002783495,"about_ca_system_score_gemma":0.0001230987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001278871,"about_ca_topic_score_gemma":0.0006403662,"domain_scores_codex":[0.9994629,0.00003103468,0.0002053379,0.00006416423,0.0001648105,0.00007172045],"domain_scores_gemma":[0.9989476,0.0001950063,0.0001498573,0.0004473114,0.0002432558,0.00001692211],"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":[0.000001507167,0.000004345133,7.103864e-7,0.000002779754,0.00001729178,1.240417e-7,0.00161807,1.127251e-8,2.827387e-7,0.6104769,0.3851691,0.002708795],"study_design_scores_gemma":[0.00004404708,0.00001892577,0.00001257682,0.00002607296,0.00000828366,6.700593e-7,0.0002990215,0.00000978058,0.000001095186,0.005053084,0.9944692,0.00005730303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005009031,0.002414306,6.813449e-7,0.0007056312,0.000275945,0.00007022959,0.00001537529,0.00003411011,0.9964336],"genre_scores_gemma":[0.003044655,0.0009556363,0.000008271091,0.0001493863,0.0002572524,0.000004767738,0.00005509327,0.00001077319,0.9955142],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6093,"threshold_uncertainty_score":0.7114558,"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."}}