{"id":"W4301498281","doi":"","title":"Abstracts of the 16th International Congress of Cytology, May 13-17, 2007, Vancouver, Canada.","year":2007,"lang":"en","type":"other","venue":"PubMed","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cytology; Library science; Family medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007766485,0.001392515,0.001500793,0.004165548,0.002297984,0.003399752,0.00119637,0.001243084,0.477376],"category_scores_gemma":[0.002191518,0.000411026,0.0006161964,0.004621053,0.0006043498,0.0009867987,0.001084893,0.001333018,0.2091753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004514449,"about_ca_system_score_gemma":0.008605612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2153295,"about_ca_topic_score_gemma":0.6446323,"domain_scores_codex":[0.9994518,0.00004103603,0.00004389578,0.00005584952,0.0003095591,0.00009795083],"domain_scores_gemma":[0.9976859,0.0001605414,0.00008471336,0.00005528608,0.001521245,0.0004922574],"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":[0.00006988925,0.00001337824,0.0001750954,0.0002462984,0.000008438155,0.00003778608,0.00002305921,0.00003622952,0.0001685712,0.0001276694,0.9712478,0.02784589],"study_design_scores_gemma":[0.00002082963,0.00001701467,0.003744789,0.0003743427,0.00001415502,0.00007148446,0.00009992939,0.00003044827,0.0001555164,0.0001742304,0.9952863,0.00001106161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00309177,0.1349282,0.001247672,0.01352208,0.0311706,0.0006254089,0.09340312,0.001024294,0.720987],"genre_scores_gemma":[0.003270838,0.04368904,0.0004731497,0.0007845386,0.002011361,0.00008511672,0.01480288,0.0002020513,0.934681],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7846705,"threshold_uncertainty_score":0.7454597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02293107188569961,"score_gpt":0.2861931871482711,"score_spread":0.2632621152625715,"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."}}