{"id":"W4400676958","doi":"10.2196/58705","title":"Identifications of Similarity Metrics for Patients With Cancer: Protocol for a Scoping Review","year":2024,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Cancer survivorship and care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Similarity (geometry); Computer science; Data science; Psychology; Information retrieval; Medicine; Artificial intelligence; Alternative medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.1182109,0.005653705,0.01237602,0.01903389,0.005180038,0.008510366,0.005971943,0.008268962,0.1008884],"category_scores_gemma":[0.1385612,0.006294171,0.01758687,0.01747881,0.005696758,0.008783292,0.007387414,0.007597811,0.01966152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01607842,"about_ca_system_score_gemma":0.06502143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005126185,"about_ca_topic_score_gemma":0.009806867,"domain_scores_codex":[0.9341841,0.02751854,0.02492611,0.003915927,0.007033021,0.002422202],"domain_scores_gemma":[0.8986901,0.03892035,0.01820115,0.0100677,0.03112357,0.002997055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00966404,0.0007790721,0.001053461,0.7873037,0.001961784,0.00109393,0.005719726,0.002974976,0.004076096,0.01198799,0.07872744,0.09465771],"study_design_scores_gemma":[0.01770957,0.002691721,0.005264168,0.4734204,0.004155877,0.0008680076,0.003906217,0.001919526,0.0042603,0.01999177,0.4650164,0.000796164],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001882067,0.0006650427,0.001734154,0.0003139524,0.0002043268,0.992708,0.003484142,0.0000909734,0.0006111806],"genre_scores_gemma":[0.0001573928,0.0004987508,0.004211772,0.00009687167,0.00001757325,0.9942585,0.0005298959,0.000008251,0.0002209745],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1182109,"threshold_uncertainty_score":0.6251667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5963316423870844,"score_gpt":0.6853094803003675,"score_spread":0.08897783791328318,"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."}}