{"id":"W2547109168","doi":"10.1063/1.4966560","title":"Self-channelling of intense laser pulses in underdense plasma and stability analysis","year":2016,"lang":"en","type":"article","venue":"Physics of Plasmas","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Physics; Channelling; Plasma; Laser; Atomic physics; Instability; Protein filament; Electron; Ring (chemistry); Ion; Optics; Nuclear physics; Mechanics; Quantum mechanics; Chemistry","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":[0.0001350887,0.0001599025,0.0003923089,0.0001207392,0.0000479104,0.00001110392,0.00009766901,0.00003681673,0.0002171154],"category_scores_gemma":[0.00003837874,0.0001225321,0.0001523452,0.0003777943,0.0001015405,0.0002014231,0.00009410569,0.00009101356,0.00001482971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002461069,"about_ca_system_score_gemma":0.00004021648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004878615,"about_ca_topic_score_gemma":0.0001758709,"domain_scores_codex":[0.9989702,0.00004687789,0.0003940378,0.000253855,0.0001397988,0.0001952859],"domain_scores_gemma":[0.9982098,0.00106158,0.0002208096,0.0002645309,0.0001758561,0.00006744454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002351361,0.001629634,0.9416547,0.000178353,0.001561596,0.000004366808,0.002373801,0.00399906,0.006900161,0.038365,0.0001001374,0.00299807],"study_design_scores_gemma":[0.002402102,0.0002278733,0.01225457,0.0002233486,0.0009412163,8.798055e-7,0.002082573,0.01733153,0.9100752,0.05367957,0.0002417497,0.0005394103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991809,0.0000032526,0.006570109,0.0000671954,0.00007264093,0.0001063513,0.0002309388,0.00001262537,0.001127956],"genre_scores_gemma":[0.998992,0.00001489926,0.0008522911,0.000003601995,0.00004790623,0.00001015279,0.0000147607,0.00001238525,0.0000519547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9294001,"threshold_uncertainty_score":0.4996715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595824981890803,"score_gpt":0.2426498386198479,"score_spread":0.2266915888009398,"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."}}