{"id":"W3126811001","doi":"10.18733/cpi29549","title":"I Know Where Oysters Lie","year":2021,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oyster; Indigenous; Reef; Value (mathematics); Great barrier reef; Modalities; Work (physics); Visual arts; History; Art history; Fishery; Art; Sociology; Engineering; Ecology; Anthropology; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001267478,0.0001434979,0.0002084841,0.000005732575,0.0010098,0.0001468618,0.0001143637,0.0001495018,0.002367132],"category_scores_gemma":[0.0001054077,0.00008733479,0.00009562124,0.0001114026,0.0009512259,0.0002156274,0.0001376039,0.0001544497,0.0001786761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000487213,"about_ca_system_score_gemma":0.00002093256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008636693,"about_ca_topic_score_gemma":0.0009844892,"domain_scores_codex":[0.9988008,0.0001565703,0.0001607763,0.0003173385,0.0002256253,0.0003389109],"domain_scores_gemma":[0.9995601,0.00007827165,0.00004132658,0.00007370979,0.00004952655,0.0001970895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001199817,0.001005416,0.1187966,0.0001833522,0.0003616606,0.0006457221,0.3541641,0.00001073615,0.01768126,0.13208,0.2512819,0.1236694],"study_design_scores_gemma":[0.0001900456,0.00005531342,0.02566914,0.0000211445,0.00001958634,0.000009664953,0.1679634,6.600258e-7,0.0001106595,0.0007021269,0.8050446,0.0002136714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355722,0.01247731,0.000003364957,0.007966762,0.0004304129,0.0001048414,0.000004479147,0.00008187605,0.04335876],"genre_scores_gemma":[0.9212313,0.02402088,0.0001322289,0.001113879,0.0008848414,0.00001545513,0.00001566234,0.000004715645,0.05258102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5537627,"threshold_uncertainty_score":0.9985448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.484314626305605,"score_gpt":0.4429200520423042,"score_spread":0.04139457426330079,"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."}}