{"id":"W6903068515","doi":"10.1021/acs.jchemed.3c00333.s002","title":"How’s\\nthe Air Out There? Using a National Air\\nQuality Database to Introduce First Year Students to the Fundamentals\\nof Data Analysis","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microsoft excel; Leverage (statistics); Quality (philosophy); Data quality; Work (physics); Data format","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":[0.005621862,0.0004766183,0.0006471922,0.003622135,0.001918272,0.008336133,0.001851655,0.001107638,0.0351274],"category_scores_gemma":[0.01845434,0.000508985,0.0005611906,0.004334678,0.0004417159,0.008932621,0.00313476,0.001771979,0.02346009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156709,"about_ca_system_score_gemma":0.003133888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01963205,"about_ca_topic_score_gemma":0.02890033,"domain_scores_codex":[0.9964209,0.0006816414,0.0006622035,0.0008625757,0.001151113,0.000221555],"domain_scores_gemma":[0.9887111,0.002908879,0.0007020618,0.002135044,0.003930885,0.001612026],"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":[0.0001943504,0.0002492411,0.02893796,0.0004067401,0.00005137121,0.0002018355,0.001792203,0.0004066889,0.001807111,0.01056735,0.5714217,0.3839635],"study_design_scores_gemma":[0.00002797476,0.00003222376,0.00809225,0.0002515348,0.00002231875,0.0001501761,0.001429665,0.001602565,0.002114072,0.003229464,0.9829798,0.00006797041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.06910218,0.006081022,0.1905071,0.05380654,0.005598055,0.002037694,0.1774628,0.06407595,0.4313286],"genre_scores_gemma":[0.2096602,0.008799287,0.414564,0.01645554,0.001455656,0.001788692,0.2011349,0.01265199,0.1334896],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0351274,"threshold_uncertainty_score":0.1175129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2559958325924188,"score_gpt":0.427546759971428,"score_spread":0.1715509273790092,"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."}}