{"id":"W4388043645","doi":"10.1242/jeb.245031","title":"Go east (or south), hot limpet!","year":2023,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Limpet; Intertidal zone; Gastropoda; Ecology; Southern Hemisphere; Muricidae; Habitat; Geography; Geology; Fishery; Biology","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":["insufficient_payload"],"category_scores_codex":[0.0001375063,0.00009157489,0.0001806597,0.00007244135,0.00008728947,0.00001156004,0.0001461951,0.00004359847,0.004871499],"category_scores_gemma":[0.00001694191,0.00005598357,0.00007757759,0.0001128199,0.0001035632,0.00007593789,0.00003789185,0.00009012683,0.0008544435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006207065,"about_ca_system_score_gemma":0.00001068084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008217807,"about_ca_topic_score_gemma":0.00005859305,"domain_scores_codex":[0.9993357,0.00003823478,0.0002292769,0.00009644045,0.00009352326,0.0002067979],"domain_scores_gemma":[0.9996883,0.00004405182,0.0001176929,0.0000581836,0.000006223667,0.00008559961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006571461,0.00006896524,0.9425146,0.000005728029,0.0001352932,0.000221013,0.002373064,0.00007962745,0.02846981,0.00003988556,0.009145604,0.01628927],"study_design_scores_gemma":[0.001977257,0.005743526,0.8126535,0.00002704921,0.00003323602,0.0006006284,0.02858765,0.0003691179,0.02375741,0.0002997996,0.1254631,0.0004876723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890957,0.001102238,0.000002059725,0.00020501,0.0005888676,0.00003720653,0.00002011309,0.00001257646,0.008936238],"genre_scores_gemma":[0.9986017,0.0002091113,0.0001350508,0.0002171562,0.0002466258,3.857658e-7,0.00001651162,0.000002227184,0.0005711913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1298611,"threshold_uncertainty_score":0.9999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03446478153351573,"score_gpt":0.2546899456291431,"score_spread":0.2202251640956274,"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."}}