{"id":"W3104575697","doi":"10.1051/0004-6361:20054010/pdf","title":"Energy transport, overshoot, and mixing in the atmospheres of\\nM-type main- and pre-main-sequence objects","year":2006,"lang":"en","type":"article","venue":"CERN Document Server (European Organization for Nuclear Research)","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Convection; Radiative transfer; Mechanics; Physics; Convection zone; Radiative equilibrium; Photosphere; Thermodynamics; Optics; Spectral line","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":[],"consensus_categories":[],"category_scores_codex":[0.0002258285,0.0003987707,0.0002665599,0.0003501771,0.0004817939,0.0004643817,0.0006517066,0.0005244616,0.0002598109],"category_scores_gemma":[0.0005258344,0.0002766903,0.0005826153,0.0002433843,0.0003972985,0.0003550745,0.000420224,0.000341378,0.0001092014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445934,"about_ca_system_score_gemma":0.0003503543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01312356,"about_ca_topic_score_gemma":0.005636713,"domain_scores_codex":[0.9999187,0.00001665558,0.000005888752,0.00002496668,0.00001243099,0.00002139778],"domain_scores_gemma":[0.9998145,0.00004984074,0.00003487996,0.00002342494,0.00001927405,0.00005808397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005030368,0.0003261361,0.3287121,0.00006329501,0.0001446257,0.0005563516,0.0009392486,0.5627692,0.09494869,0.004358624,0.00037036,0.006308443],"study_design_scores_gemma":[0.0001097185,0.0001581784,0.187794,0.000007075839,0.00004135537,0.0001242671,0.0001132503,0.8022861,0.007365101,0.001152481,0.000815158,0.00003317447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992292,0.00001440352,0.0004147371,0.00001343181,0.000001910594,0.000004810692,0.00007702923,0.00002687056,0.000217585],"genre_scores_gemma":[0.9986917,0.00002129616,0.000883505,0.000008118262,0.000004696734,0.00001023867,0.0002466177,0.00001913772,0.0001146472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01312356,"threshold_uncertainty_score":0.02609432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190879284312328,"score_gpt":0.2356071357806085,"score_spread":0.2236983429374852,"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."}}