{"id":"W4392548010","doi":"10.1515/9781438494395-fm","title":"Front Matter","year":2023,"lang":"en","type":"paratext","venue":"SUNY Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Front (military); Geology; Oceanography","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002472421,0.0007886539,0.0008611438,0.0003093407,0.0001204003,0.0002614366,0.001057808,0.0007763082,0.03633059],"category_scores_gemma":[0.00001738105,0.0007663385,0.0003335081,0.00002109881,0.0001875256,0.00005433281,0.0006987301,0.001034859,0.961325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963549,"about_ca_system_score_gemma":0.0001585036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891332,"about_ca_topic_score_gemma":0.0001206288,"domain_scores_codex":[0.9964153,0.000247834,0.0005769836,0.001037717,0.0007214379,0.001000742],"domain_scores_gemma":[0.9975518,0.000107797,0.0003657649,0.001619512,0.0001306722,0.0002244721],"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":[0.00005453784,0.00001539482,0.000003369563,0.0003226213,0.000268258,0.00005227109,0.0003590056,0.00003346466,0.0003265368,0.00007974997,0.9981986,0.0002861563],"study_design_scores_gemma":[0.0003743166,0.00001951214,0.00005158754,0.0003357052,0.0001312355,0.000007308762,0.000009823942,0.00002019463,0.002238873,0.00008229829,0.9958949,0.0008342431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007202198,0.001118615,0.0000192582,0.00001422929,0.00668343,0.0008929866,0.00366168,0.0005483765,0.9869894],"genre_scores_gemma":[0.0001538268,0.00002092426,0.00007729803,0.0002796258,0.001621439,0.0006586614,0.000983969,0.001172663,0.9950316],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9249944,"threshold_uncertainty_score":0.9994788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05084218955076737,"score_gpt":0.2968747313713923,"score_spread":0.246032541820625,"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."}}