{"id":"W7051865502","doi":"","title":"Preliminary comparison results of four different types of disdrometer in the DEVEX experiment","year":2003,"lang":"en","type":"article","venue":"Institutional Research Information System University of Ferrara (University of Ferrara)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disdrometer; Rain rate; Range (aeronautics); Work (physics); Spring (device)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001188901,0.0001115649,0.0003338191,0.0006623405,0.0002371954,0.000009055845,0.0006519544,0.00006628826,0.001715085],"category_scores_gemma":[0.000052807,0.0001096372,0.0001300037,0.0006087138,0.0005102077,0.0003096007,0.0002047701,0.0002321316,0.00001655509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005004,"about_ca_system_score_gemma":0.0004296655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003301867,"about_ca_topic_score_gemma":0.0001050832,"domain_scores_codex":[0.9975342,0.000426254,0.0004132914,0.0001431544,0.00125764,0.0002254151],"domain_scores_gemma":[0.9982803,0.0002630726,0.0003697819,0.000335507,0.0006752383,0.00007607198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.01405167,0.004449358,0.0701094,0.004598706,0.001074011,0.00006359916,0.1196073,0.008718272,0.007398124,0.6864474,0.02901615,0.05446605],"study_design_scores_gemma":[0.01267276,0.001969907,0.3956317,0.001392618,0.00008932067,0.00000959221,0.497427,0.01727802,0.006955353,0.0002457858,0.0657995,0.0005283945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.849376,0.00002425425,0.005122647,0.0003332986,0.0000438459,0.0006997347,0.0002454027,0.000006396921,0.1441484],"genre_scores_gemma":[0.9988502,0.000006412976,0.0004165668,0.00000134007,0.000005017087,5.147509e-7,0.00005754257,0.000001727558,0.0006607191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6862016,"threshold_uncertainty_score":0.9991975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08055619756814508,"score_gpt":0.2892978896568436,"score_spread":0.2087416920886985,"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."}}