{"id":"W4316468126","doi":"10.1111/sjtg.12438","title":"Issue Information","year":2023,"lang":"en","type":"paratext","venue":"Singapore Journal of Tropical Geography","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Royal Holloway, University of London; Institut Alam Sekitar dan Pembangunan, Universiti Kebangsaan Malaysia; University of Bristol; Singapore University of Social Sciences; Presidency University; University of Cape Town; Victoria University; Victoria University of Wellington; York University; Durham University; Ahmedabad University; Institut Teknologi Bandung; Simon Fraser University; University College London","keywords":"Citation; Computer science; Information retrieval; Library science; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":["insufficient_payload"],"category_scores_codex":[0.0001595813,0.0002303823,0.000376735,0.000335419,0.00008686523,0.0001055963,0.0004394604,0.0001508977,0.0132613],"category_scores_gemma":[0.00004335101,0.0001780901,0.0004416471,0.0005596675,0.0001452728,0.0003986955,0.001266584,0.0005416077,0.02209659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007381629,"about_ca_system_score_gemma":0.00001690748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001469842,"about_ca_topic_score_gemma":0.00001720868,"domain_scores_codex":[0.9980865,0.00004623644,0.0007088202,0.0001348225,0.0007342017,0.0002894817],"domain_scores_gemma":[0.9988923,0.00003475363,0.0006661949,0.0001980916,0.00004012827,0.0001685389],"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":[0.0000333397,0.00004019719,0.001107206,0.00004905333,0.00006668476,0.0000173146,0.00004000911,0.0004342358,0.00000482005,0.00001465061,0.8739682,0.1242243],"study_design_scores_gemma":[0.0002744348,0.0002621754,0.02482649,0.00007578945,0.00006667863,0.00001558516,0.0000460561,0.00001439658,0.000009859838,0.0008121767,0.9734114,0.0001849857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004926283,0.0002900611,0.003005119,0.003564819,0.01315447,0.0003973646,0.0000609847,0.00005148531,0.9745494],"genre_scores_gemma":[0.1463137,0.01285993,0.01521698,0.009713722,0.01293111,0.00006585092,0.001074913,0.0003894728,0.8014343],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1731151,"threshold_uncertainty_score":0.9876407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006219428418847757,"score_gpt":0.220813790471776,"score_spread":0.2145943620529282,"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."}}