{"id":"W2123085757","doi":"10.5194/tc-9-1715-2015","title":"Brief Communication: Future avenues for permafrost science from the perspective of early career researchers","year":2015,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Université de Montréal; Institut National de la Recherche Scientifique; Université Laval; Center for Northern Studies","funders":"Universidade de Lisboa; University of Warwick","keywords":"Permafrost; Perspective (graphical); Engineering ethics; Sociology; Earth science; Data science; Engineering; Geology; Computer science; Oceanography; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005445746,0.0008952833,0.0006469893,0.0009859297,0.003165478,0.004924774,0.001102875,0.01163316,0.04999932],"category_scores_gemma":[0.01255763,0.0003757191,0.000533735,0.001042793,0.001166208,0.003878927,0.00207746,0.008161655,0.01839435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001900077,"about_ca_system_score_gemma":0.003202144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008168089,"about_ca_topic_score_gemma":0.002561435,"domain_scores_codex":[0.9980174,0.0006846296,0.0002072423,0.0002275647,0.000493885,0.0003692395],"domain_scores_gemma":[0.9847947,0.006435074,0.0009650085,0.0004146689,0.003654007,0.003736607],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008033996,0.00004013734,0.0002915419,0.0003443942,0.0000034082,0.0002211874,0.0002218313,0.00002372043,0.0003185572,0.001791984,0.9664603,0.03020256],"study_design_scores_gemma":[0.00003258376,0.00009600502,0.00086176,0.0003998752,0.00001023325,0.0003594446,0.000919325,0.00006755467,0.0002378693,0.003179485,0.9938157,0.00002026149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0012212,0.03487658,0.0006640237,0.6053795,0.3452473,0.00009427586,0.0004074746,0.0001089478,0.01200068],"genre_scores_gemma":[0.02229059,0.06169317,0.00198117,0.3103126,0.4694731,0.0002321082,0.0007408502,0.00009856351,0.133178],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9945543,"threshold_uncertainty_score":0.1672644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1091656886466902,"score_gpt":0.3062157865546813,"score_spread":0.1970500979079911,"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."}}