{"id":"W2325913365","doi":"10.14288/1.0076594","title":"SPARC Community Developers’ Conference – What Have We Learned?","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Internet privacy","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":[],"consensus_categories":[],"category_scores_codex":[0.01056092,0.0005629795,0.0004677686,0.0009628825,0.003397725,0.006606215,0.002046231,0.004531485,0.09065229],"category_scores_gemma":[0.01457303,0.0002964906,0.0006476102,0.0009666161,0.001403278,0.004522041,0.00432583,0.005287314,0.02427064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002989011,"about_ca_system_score_gemma":0.01107597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02414112,"about_ca_topic_score_gemma":0.07376117,"domain_scores_codex":[0.9969215,0.001059829,0.00009321707,0.0002568771,0.0009966299,0.0006720336],"domain_scores_gemma":[0.9805325,0.001659783,0.0002838514,0.0006129665,0.007107502,0.009803522],"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":[0.00007967584,0.00009521392,0.0006416636,0.0001710996,0.000007954528,0.0001512326,0.0008236778,0.00006228426,0.0001408646,0.001246574,0.9050906,0.09148914],"study_design_scores_gemma":[0.00001438714,0.00002617352,0.001262503,0.0002552797,0.000003170609,0.0000610857,0.002037682,0.00004201166,0.0000705582,0.0007068681,0.9955087,0.00001159756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01325415,0.03049128,0.003869792,0.717272,0.1014963,0.0003926929,0.001702991,0.001161266,0.1303595],"genre_scores_gemma":[0.08545353,0.02710135,0.009867167,0.1655462,0.02122195,0.0008207976,0.005470076,0.001528637,0.6829901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09065229,"threshold_uncertainty_score":0.3032621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09067395606634257,"score_gpt":0.3606608913203665,"score_spread":0.269986935254024,"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."}}