{"id":"W6969120161","doi":"10.5281/zenodo.7657940","title":"Magnetic fields of low-mass stars, an observational perspective","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme","keywords":"Perspective (graphical); Observational study; Magnetic field; Stars","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008726182,0.000334878,0.0004614717,0.002231324,0.0003810732,0.001942171,0.000433892,0.0003668102,0.001069191],"category_scores_gemma":[0.001638141,0.0001728611,0.0001626202,0.001859883,0.0008059251,0.001449066,0.0007308181,0.0009023629,0.0005818958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008785282,"about_ca_system_score_gemma":0.0005346111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005148694,"about_ca_topic_score_gemma":0.00625942,"domain_scores_codex":[0.9997342,0.00003975211,0.00001533191,0.0001073438,0.00007701071,0.00002631712],"domain_scores_gemma":[0.998747,0.0003340589,0.0002405363,0.0001254223,0.0003972166,0.0001557957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005202699,0.0001707775,0.3838722,0.00360772,0.0002257622,0.0004799419,0.00177992,0.002189994,0.03510394,0.04211651,0.01879491,0.511138],"study_design_scores_gemma":[0.00002570188,0.0001628644,0.6808689,0.0008196339,0.0001011628,0.001308942,0.000767927,0.0008722154,0.002688266,0.03042678,0.2818995,0.00005811152],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.437599,0.4021209,0.03258545,0.0140088,0.0008574134,0.00009791253,0.01326846,0.0007490355,0.09871307],"genre_scores_gemma":[0.8304799,0.1283669,0.01546865,0.00205336,0.005747251,0.00005286316,0.01110968,0.0001238174,0.006597544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005148694,"threshold_uncertainty_score":0.01023746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05141227443664433,"score_gpt":0.2859628691894355,"score_spread":0.2345505947527912,"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."}}