{"id":"W2806261660","doi":"10.1002/esp.4434","title":"Connectivity as an emergent property of geomorphic systems","year":2018,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":406,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Landform; Temporal scales; Metric (unit); Landscape connectivity; Computer science; Geology; Data science; Ecology; Geomorphology; Population","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":[0.000282268,0.0001397582,0.0002009156,0.00001417826,0.000182854,0.00001990866,0.0001307211,0.00008275668,0.001801403],"category_scores_gemma":[0.00002782975,0.00007847783,0.00001688831,0.0001939959,0.0003521749,0.0004283049,0.0000401814,0.00007997631,0.0001095895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004497855,"about_ca_system_score_gemma":0.00003447241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320301,"about_ca_topic_score_gemma":0.001228492,"domain_scores_codex":[0.999036,0.00002107613,0.0001979571,0.0002986982,0.0002044052,0.0002418305],"domain_scores_gemma":[0.9995775,0.00002011466,0.0000871331,0.0001483495,0.00004540486,0.0001214652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002545606,0.0002884855,0.9896721,0.0005261469,0.00003892317,0.000007739844,0.002118244,0.001149633,0.004227218,0.00009452229,0.00009279528,0.001529583],"study_design_scores_gemma":[0.00432489,0.009739109,0.6209656,0.0004056006,0.0002120223,0.0002287662,0.002044094,0.0164018,0.199734,0.003062575,0.1406378,0.002243775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995133,0.0003393725,0.0002445492,0.00008783743,0.00008967784,0.0002157681,0.00001024559,0.00004322984,0.00383628],"genre_scores_gemma":[0.9985613,0.0001734547,0.0000979019,0.00007501949,0.00003316442,0.000007512617,0.00001018768,0.000009542563,0.001031963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3687066,"threshold_uncertainty_score":0.9991111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191653695072494,"score_gpt":0.2219788577255495,"score_spread":0.2100623207748246,"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."}}