{"id":"W4289029537","doi":"10.2196/37584","title":"Addressing Medicine’s Dark Matter","year":2022,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dark matter; Astronomy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02052554,0.000674229,0.00127087,0.001698168,0.004652552,0.007138222,0.001533878,0.008462234,0.007157755],"category_scores_gemma":[0.03468374,0.0004471119,0.0006212744,0.00097677,0.0220568,0.01191407,0.007836308,0.01353815,0.001306794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005876816,"about_ca_system_score_gemma":0.008054647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002961771,"about_ca_topic_score_gemma":0.003169489,"domain_scores_codex":[0.9923226,0.004971917,0.0001915572,0.0008318223,0.001119109,0.0005631279],"domain_scores_gemma":[0.9568875,0.03310404,0.001889411,0.002285012,0.002786128,0.003047774],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001353464,0.0001118401,0.002149811,0.0009185423,0.0001234176,0.0005397865,0.005755925,0.00109221,0.0005887715,0.8249218,0.0836266,0.08003603],"study_design_scores_gemma":[0.0000194707,0.00005249644,0.0006392915,0.0008272231,0.00002510818,0.000242331,0.001983181,0.0007359565,0.0004096715,0.8578335,0.1371954,0.00003625477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007104492,0.07719748,0.01029709,0.8826174,0.005428212,0.00001638477,0.0001190474,0.00007178454,0.01714814],"genre_scores_gemma":[0.5235772,0.1064613,0.01245002,0.3190239,0.02769252,0.0001254016,0.0001484458,0.0002300452,0.01029121],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9794745,"threshold_uncertainty_score":0.1085507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.452122184330562,"score_gpt":0.6286998564286994,"score_spread":0.1765776720981374,"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."}}