{"id":"W1983697715","doi":"10.7882/az.2007.014","title":"Monitoring populations of Heath Frog <i>Litoria littlejohni</i> in the Shoalhaven region on the south coast of New South Wales","year":2007,"lang":"en","type":"article","venue":"Australian Zoologist","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Transect; Range (aeronautics); Population; Ecology; Biology; Population density; Vegetation (pathology); Geography; Zoology; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.0005011795,0.000127318,0.0001668166,0.00003241344,0.0000827493,0.0000083882,0.0003898844,0.0001319433,0.00008864145],"category_scores_gemma":[0.00008113054,0.00007016552,0.00008301363,0.000225922,0.0005416655,0.00003785808,0.00006557941,0.0001946371,0.0000321159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005445553,"about_ca_system_score_gemma":0.00001127689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002418623,"about_ca_topic_score_gemma":0.0006409853,"domain_scores_codex":[0.9988732,0.0001031708,0.0003437512,0.0002132137,0.0001969006,0.000269803],"domain_scores_gemma":[0.9992436,0.0001256471,0.0001840363,0.0003887052,0.00000631609,0.00005165701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004503996,0.00003629886,0.9904702,0.000003475416,0.000005658095,0.000008279721,0.004010977,0.0001749146,0.001258894,0.0006922345,0.002412766,0.0008812229],"study_design_scores_gemma":[0.0001905346,0.0001435904,0.9878492,0.0000399048,0.00001301047,0.000006090642,0.007033868,0.000002648332,0.003019334,0.0004552788,0.001146407,0.0001001402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965994,0.00001913963,0.00007356949,0.001049317,0.0003541499,0.0002185917,0.00001012343,0.00001253581,0.001663191],"genre_scores_gemma":[0.9981564,0.000006965167,0.0002606586,0.00006989807,0.0002201477,0.000003631679,0.000004552392,0.000006689551,0.001271113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003022891,"threshold_uncertainty_score":0.3656251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09870182162955086,"score_gpt":0.3001447079326055,"score_spread":0.2014428863030546,"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."}}