{"id":"W4306794968","doi":"10.1139/as-2022-0030","title":"A review of open top chamber (OTC) performance across the ITEX Network","year":2022,"lang":"en","type":"review","venue":"Arctic Science","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002806498,0.0002262636,0.0007054945,0.00002744973,0.0007729771,0.0001331401,0.002136134,0.00001860308,0.002093805],"category_scores_gemma":[0.00003318468,0.0001407262,0.000168815,0.00204282,0.0003668214,0.0003932269,0.001542609,0.0003375391,0.0001053101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006353638,"about_ca_system_score_gemma":0.0007289004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007581339,"about_ca_topic_score_gemma":0.000001149135,"domain_scores_codex":[0.9980317,0.00008498124,0.000515376,0.0003919628,0.0004268472,0.0005491298],"domain_scores_gemma":[0.9985005,0.0001792701,0.0004645581,0.0007162074,0.00006533606,0.00007408676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001179752,0.00001493675,0.0009701659,0.007982933,0.00002443462,2.976857e-7,0.0001460352,0.000003551743,1.253722e-7,0.0002953594,0.0006671168,0.9898939],"study_design_scores_gemma":[0.00005001454,0.00001850589,0.0002498543,0.01974312,0.00006151159,0.000006304285,0.000016428,0.0000603918,0.000002942143,0.0000234743,0.9795752,0.0001922582],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005899129,0.9917462,0.000003138333,0.00004003741,0.0004220034,0.0006373438,0.00001418495,0.000007380914,0.006539831],"genre_scores_gemma":[0.002059041,0.9965247,0.00007537627,0.0002231646,0.00015918,0.0003460658,0.00001385455,0.00001387416,0.0005847692],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9897016,"threshold_uncertainty_score":0.9988184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07791108771212718,"score_gpt":0.3801354965168828,"score_spread":0.3022244088047557,"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."}}