{"id":"W1584675425","doi":"10.18438/b8x88x","title":"Varied Search Protocols Lead to Clinically Relevant Results","year":2008,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); MEDLINE; Randomized controlled trial; Cochrane Library; Journal club; Medicine; Medical library; Clinical trial; Family medicine; Alternative medicine; Medical education; Surgery; Internal medicine; Nursing; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005548662,0.0001158986,0.0001657585,0.0002730096,0.001463773,0.0001174557,0.000330713,0.0001481651,0.000414436],"category_scores_gemma":[0.02988192,0.00009448394,0.00002559241,0.000989972,0.0001153779,0.1158427,0.000167672,0.0008769666,0.002244126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004064909,"about_ca_system_score_gemma":0.004723798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004316732,"about_ca_topic_score_gemma":1.668099e-7,"domain_scores_codex":[0.9956429,0.001551594,0.001266713,0.000245892,0.0007117467,0.000581131],"domain_scores_gemma":[0.9877306,0.01045389,0.0004024931,0.0004203755,0.0003259402,0.0006666945],"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":[0.02805793,0.0004501224,0.02811114,0.002509849,0.00002157408,0.00003016874,0.03208465,0.0003946437,0.0002059431,0.04486248,0.8164133,0.04685815],"study_design_scores_gemma":[0.0006570487,0.0007924825,0.04338572,0.0006977438,0.000002420811,0.000007399996,0.002269274,0.002371187,0.0001200964,0.00003022984,0.9495407,0.0001257225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04515397,0.00007115939,0.007663283,0.864762,0.0006835766,0.02910295,0.00006090549,0.0003805391,0.05212164],"genre_scores_gemma":[0.1846355,0.002885176,0.09051312,0.6977438,0.001212706,0.01417478,0.0002043409,0.00003215841,0.008598445],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1670182,"threshold_uncertainty_score":0.9998362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.22150498911535,"score_gpt":0.5193924413715285,"score_spread":0.2978874522561785,"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."}}