{"id":"W4302465056","doi":"","title":"Strobe light Salvation","year":2015,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003159076,0.0003987835,0.000366308,0.00110965,0.001395344,0.0007480632,0.0004765954,0.0009860242,0.0556733],"category_scores_gemma":[0.0008566758,0.0001360153,0.0008533209,0.0004260939,0.0009011191,0.0004265588,0.0008445985,0.001934323,0.01100851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003114158,"about_ca_system_score_gemma":0.0006920347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005865048,"about_ca_topic_score_gemma":0.00133943,"domain_scores_codex":[0.9997112,0.00003849006,0.00001529018,0.00005850603,0.0001165448,0.00005998561],"domain_scores_gemma":[0.9997392,0.0000415729,0.00004916214,0.00004920176,0.00004471088,0.00007609691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002469707,0.001002565,0.002409455,0.001676904,0.0003657463,0.005136129,0.0004317552,0.0001603389,0.08552293,0.03213727,0.2257795,0.6429077],"study_design_scores_gemma":[0.0003288834,0.0008309878,0.003421735,0.0002901532,0.0001492123,0.01240377,0.0001762026,0.0001425244,0.02061507,0.0068374,0.954762,0.00004204994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1065129,0.0738259,0.02816773,0.04107442,0.03190122,0.0006738877,0.001375164,0.003918341,0.7125505],"genre_scores_gemma":[0.4158399,0.02932747,0.01067659,0.0252377,0.007414446,0.0003296725,0.0007341293,0.0009687249,0.5094714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0556733,"threshold_uncertainty_score":0.1862457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4698000296938253,"score_gpt":0.6306238442765933,"score_spread":0.1608238145827681,"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."}}