{"id":"W4327520566","doi":"10.15173/mujph.v1i1.3073","title":"Methods Content Analysis: A Role in Applied Health Research","year":2022,"lang":"en","type":"article","venue":"McMaster University Journal of Public Health","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Content analysis; Content (measure theory); Quality (philosophy); Data science; Sketch; Multimethodology; Quantitative analysis (chemistry); Information retrieval; Data mining; Psychology; Mathematics; Mathematics education; Sociology; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3724935,0.002082118,0.003438342,0.01741856,0.00767542,0.02649095,0.006554493,0.006110548,0.01347388],"category_scores_gemma":[0.5074248,0.001822009,0.001888477,0.02536645,0.03159593,0.02298017,0.01266706,0.01347379,0.005958687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01097971,"about_ca_system_score_gemma":0.02983062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002737601,"about_ca_topic_score_gemma":0.001862362,"domain_scores_codex":[0.5410427,0.3957862,0.01941804,0.0101548,0.0322451,0.0013531],"domain_scores_gemma":[0.2529192,0.6278509,0.01835785,0.04911286,0.04778016,0.003979005],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009842591,0.0001006325,0.001269029,0.007647273,0.0002545937,0.0001533448,0.0345197,0.0005273273,0.0007467485,0.5636451,0.07310961,0.3179283],"study_design_scores_gemma":[0.00008897907,0.00005851808,0.0007024303,0.01131062,0.00008452077,0.000250654,0.01312003,0.001875834,0.000611714,0.6611469,0.3105971,0.0001526878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001582377,0.01560516,0.8447283,0.09769113,0.00625815,0.008185802,0.001165181,0.001220481,0.02356341],"genre_scores_gemma":[0.02056622,0.008535274,0.9357901,0.009684132,0.002479575,0.01870072,0.0003785124,0.0005339601,0.003331482],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6275065,"threshold_uncertainty_score":0.7738273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6892950976294748,"score_gpt":0.5660031632577146,"score_spread":0.1232919343717602,"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."}}