{"id":"W6906427106","doi":"10.1594/pangaea.877571","title":"Georeferenced photographs of benthic photoquadrats acquired along transects from Sudbury Reef in the Cairns to Cooktown region of the Great Barrier Reef (2017-04)","year":2017,"lang":"en","type":"dataset","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transect; Reef; Benthic zone; Georeference; Great barrier reef","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":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005503985,0.001275611,0.001773127,0.0008200477,0.0004510915,0.0002181681,0.007765385,0.00153675,0.04506376],"category_scores_gemma":[0.004177441,0.0008643493,0.0008959821,0.001207003,0.0002732496,0.0003911116,0.0007334332,0.001388365,0.001755936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169299,"about_ca_system_score_gemma":0.0008744653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0150465,"about_ca_topic_score_gemma":0.06140251,"domain_scores_codex":[0.9926141,0.0012333,0.00149775,0.00154703,0.002056022,0.001051785],"domain_scores_gemma":[0.9879853,0.0007010361,0.002467864,0.007840684,0.000681075,0.0003240537],"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":[0.0004925212,0.0001695985,0.0001148659,0.0007595553,0.0002150063,0.0002751616,0.001642076,0.000006752039,0.001050759,6.488953e-7,0.9951542,0.0001188674],"study_design_scores_gemma":[0.002891351,0.0004349232,0.08397084,0.03520672,0.0007060742,0.00008432321,0.0004775552,0.00001956148,0.01276242,0.0001363166,0.8613994,0.001910565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.006943831,0.001162868,8.992426e-8,0.00005017099,0.0002559595,0.003896032,0.9872728,0.00006175741,0.0003564782],"genre_scores_gemma":[0.1903482,0.00003864415,0.00000562917,0.0002211989,0.0001520955,0.0009890684,0.8080148,0.0001585696,0.00007176889],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1834044,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0772056040421304,"score_gpt":0.3024746526194101,"score_spread":0.2252690485772798,"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."}}