{"id":"W6944923013","doi":"10.21949/1530494","title":"Air Travel Consumer Report: May 2023","year":2024,"lang":"en","type":"report","venue":"ROSA P","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aviation; Quarter (Canadian coin); Product (mathematics); Service (business); Air quality index; Air travel","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002109887,0.0003234574,0.0005868726,0.0001872912,0.00008570981,0.0002821476,0.0004100083,0.0003771754,0.005582339],"category_scores_gemma":[0.0003990792,0.0002590187,0.0002555255,0.0002552543,0.0001678481,0.0000845357,0.0003239372,0.0005526803,0.01173423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000219411,"about_ca_system_score_gemma":0.002587594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009892444,"about_ca_topic_score_gemma":0.00006674542,"domain_scores_codex":[0.9960818,0.00005539569,0.0006288074,0.000856865,0.001738829,0.0006382613],"domain_scores_gemma":[0.9983645,0.00009268764,0.0002144073,0.0007926524,0.0003143984,0.0002213362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005913631,0.00005024623,0.0001190031,0.0008505776,0.00005874859,0.009891583,0.00002766152,0.00000123743,0.02331931,0.0005932889,0.9615933,0.003489184],"study_design_scores_gemma":[0.00007012516,0.00002358078,0.0004640509,0.0003428033,0.00006204593,0.001038092,0.00002223016,0.00000492724,0.01910327,0.0003744738,0.9781445,0.0003499331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04399404,0.01877982,0.00006232837,0.001698458,0.01770553,0.0009160739,0.003271223,0.0004881563,0.9130844],"genre_scores_gemma":[0.1146083,0.002845338,0.0003257543,0.0001006869,0.002351649,0.0001740455,0.0006787519,0.0002148772,0.8787006],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07061429,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05269086406919485,"score_gpt":0.356766332247914,"score_spread":0.3040754681787191,"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."}}