{"id":"W2069308324","doi":"10.1190/tle29111354.1","title":"Collaboration and trends in Geophysics","year":2010,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geek; Genius; Graph; Euler's formula; Graph theory; Mathematics; Computer science; Art history; Combinatorics; History; 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","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.00125628,0.000164905,0.0003183205,0.004236183,0.0008281264,0.002930377,0.0003185074,0.0007753751,0.00646026],"category_scores_gemma":[0.008622988,0.00008408372,0.0002078942,0.01225874,0.001245434,0.004142446,0.001556064,0.000779771,0.0007259017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000873428,"about_ca_system_score_gemma":0.0009133792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003796522,"about_ca_topic_score_gemma":0.005370566,"domain_scores_codex":[0.9991117,0.0003152053,0.00007980347,0.0002367425,0.0001524105,0.0001040619],"domain_scores_gemma":[0.9949515,0.001701227,0.001863246,0.0002242258,0.0006529028,0.0006069688],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003076087,0.0001128417,0.4216835,0.0009050388,0.0004442282,0.000537751,0.01348891,0.002021271,0.0009119023,0.2386722,0.03698169,0.283933],"study_design_scores_gemma":[0.00003745779,0.0001614612,0.5783249,0.0008138155,0.0001512203,0.0008845543,0.01619285,0.003800113,0.0003901417,0.168212,0.2309709,0.00006056383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7417568,0.09457979,0.004765723,0.07295951,0.00130882,0.00003461491,0.005463782,0.0001301826,0.07900067],"genre_scores_gemma":[0.9742166,0.0196225,0.0008524551,0.0009250754,0.0008107611,0.0000191798,0.0005817984,0.00002283632,0.002948827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9987437,"threshold_uncertainty_score":0.02161169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008931699650840518,"score_gpt":0.2832649923388444,"score_spread":0.2743332926880039,"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."}}