{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001186823,0.00005439142,0.00008059492,0.00005226858,0.00005944488,0.00004904345,0.00008108876,0.00001395108,0.00006836568],"category_scores_gemma":[0.00000143639,0.00004126971,0.00002027586,0.0003382821,0.000034805,0.00006455365,0.0000298791,0.0001531029,0.00001386721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004909235,"about_ca_system_score_gemma":0.000005008198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008201321,"about_ca_topic_score_gemma":0.0002100486,"domain_scores_codex":[0.9996904,0.00001845837,0.00007347094,0.000086588,0.00003969899,0.00009144974],"domain_scores_gemma":[0.9997481,0.00003616276,0.00003195425,0.0001540414,0.00001517124,0.00001458636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008248816,0.00007619955,0.08472174,0.000002683943,0.00003789088,5.915348e-7,0.002122262,0.0000329365,0.03262952,0.3130795,0.01820997,0.5490785],"study_design_scores_gemma":[0.001482799,0.000118152,0.3364398,0.00006185496,0.0002018887,0.000002703561,0.001014216,0.03662804,0.02469229,0.3918876,0.2062595,0.001211235],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783201,0.000009217166,0.0005299041,0.0005525842,0.00006232753,0.00003925844,0.000001841371,0.00002986894,0.02045485],"genre_scores_gemma":[0.9982138,5.649153e-7,0.0002455572,0.00002354519,0.0003025177,0.000009246126,0.000009397512,0.000005992221,0.001189356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5478672,"threshold_uncertainty_score":0.168293,"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."}}