{"id":"W4320075798","doi":"10.15173/sciential.vi8.3014","title":"Health in Bite Sized Pieces - Discovering Lack of Accessibility and Engagement in Lay Summaries","year":2022,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Topic Modeling","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Rubric; Psychology; Medicine; Medical education; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02998838,0.0004194843,0.0005611853,0.005078042,0.001348837,0.005124466,0.0006860305,0.0007303561,0.005819817],"category_scores_gemma":[0.2644218,0.0003878673,0.0007114774,0.002648696,0.001429761,0.005293311,0.005324033,0.00111824,0.0008827443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199884,"about_ca_system_score_gemma":0.001378095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000564889,"about_ca_topic_score_gemma":0.001059589,"domain_scores_codex":[0.967208,0.01889428,0.005507199,0.001373756,0.00620799,0.0008087469],"domain_scores_gemma":[0.6928886,0.1801444,0.07625819,0.01698542,0.02735392,0.006369405],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001079211,0.0003657104,0.3719375,0.004715052,0.0005237233,0.001419079,0.2519935,0.0004621296,0.004743003,0.005491665,0.0156917,0.3415777],"study_design_scores_gemma":[0.0001311623,0.002092024,0.622011,0.004365609,0.0005480504,0.004146787,0.2355047,0.002595297,0.004540239,0.01396952,0.1098003,0.0002953399],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606711,0.003311613,0.01410295,0.004283597,0.0003821236,0.0006916078,0.001236812,0.0003090178,0.01501113],"genre_scores_gemma":[0.9860442,0.001190535,0.008980747,0.0006616139,0.0002271368,0.0004282518,0.0004973159,0.00006715366,0.001903162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9948756,"threshold_uncertainty_score":0.1585956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05588815407802512,"score_gpt":0.3317369690351324,"score_spread":0.2758488149571073,"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."}}