{"id":"W4413152403","doi":"10.21203/rs.3.rs-7049745/v1","title":"Snowballing Oral Pathology: An Innovative Approach to Dental Education Short Title: Snowballing Oral Pathology","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Health Research Foundation; Royal University Hospital Foundation","keywords":"Medicine; Oral and maxillofacial pathology; Pathology; Dentistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003636881,0.0006364399,0.000650642,0.001360785,0.002207882,0.003335694,0.001689654,0.001147923,0.06809604],"category_scores_gemma":[0.00571405,0.0003155326,0.0007353619,0.001847313,0.001475191,0.002208759,0.007979902,0.001690003,0.0103995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008753639,"about_ca_system_score_gemma":0.00496131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001322074,"about_ca_topic_score_gemma":0.005358831,"domain_scores_codex":[0.9982831,0.0007740135,0.00005949383,0.0002327277,0.0004626858,0.0001879782],"domain_scores_gemma":[0.9945913,0.002550252,0.0003084264,0.0006997012,0.0005629508,0.00128745],"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":[0.0004262635,0.001818727,0.006043953,0.000743504,0.00003711802,0.0004714763,0.01000607,0.004460556,0.0102764,0.04377812,0.06841967,0.8535181],"study_design_scores_gemma":[0.0002104196,0.00232641,0.02014778,0.0006791542,0.00006168632,0.001325179,0.03119383,0.02579261,0.009614319,0.4269409,0.4816187,0.00008901198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1963977,0.001285246,0.5513802,0.01449172,0.002326072,0.00279613,0.0007322332,0.002720151,0.2278707],"genre_scores_gemma":[0.4135087,0.00223687,0.450565,0.001536122,0.001031489,0.001447846,0.001040318,0.0006664795,0.1279672],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06809604,"threshold_uncertainty_score":0.2278039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312486422386986,"score_gpt":0.487378474856686,"score_spread":0.3561298326179874,"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."}}