{"id":"W4319317858","doi":"10.1144/sp522-2022-344","title":"The ichnology of shallow-marine and transitional environments","year":2023,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Ichnology; Ichnofacies; Geology; Waves and shallow water; Paleontology; Submarine pipeline; Geobiology; Trace fossil; Oceanography; Facies; Regional geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002843543,0.00007850371,0.0001070719,0.00002546825,0.0005573618,0.00004014249,0.0002231284,0.0001137437,0.004805648],"category_scores_gemma":[0.00009962902,0.00004743706,0.00007743479,0.0005019772,0.000629936,0.0001326709,0.00004994954,0.000134265,0.000235039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002270651,"about_ca_system_score_gemma":0.00001792875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008077378,"about_ca_topic_score_gemma":0.0004835496,"domain_scores_codex":[0.9991587,0.00003533965,0.0002217065,0.0001679008,0.0001766856,0.0002396192],"domain_scores_gemma":[0.9993185,0.0003848403,0.00006546488,0.0001235836,0.00003611669,0.00007153597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001738288,0.00004590387,0.8544067,0.000009470203,0.000039024,5.187028e-7,0.0001793447,0.0006572445,0.00001877303,0.06013664,0.005761907,0.07872715],"study_design_scores_gemma":[0.0001044614,0.00004250402,0.7966163,4.801989e-7,0.000006794498,0.000003143868,0.0001370651,0.001145184,0.000004382303,0.03337642,0.1685114,0.00005192541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370739,0.0002967009,0.0003526146,0.03625486,0.0001424758,0.0002370023,0.0001250062,0.0001169815,0.02540048],"genre_scores_gemma":[0.9956454,0.001656236,0.0005096135,0.0002728389,0.0001839376,0.0000104011,0.0004516848,0.00000121139,0.001268674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1627494,"threshold_uncertainty_score":0.9961041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592196449226663,"score_gpt":0.209715133094816,"score_spread":0.1937931686025493,"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."}}