{"id":"W2807749323","doi":"10.1145/3197391.3205434","title":"Ecphoria Player","year":2018,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Luonnontieteiden ja Tekniikan Tutkimuksen Toimikunta; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001109458,0.001120123,0.0007230069,0.0009628903,0.0009017672,0.002901587,0.002326368,0.001651593,0.126909],"category_scores_gemma":[0.004967088,0.0006316945,0.0006044628,0.0006198673,0.0007785269,0.003286057,0.004197502,0.001018981,0.02968634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004776733,"about_ca_system_score_gemma":0.0009555065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007836377,"about_ca_topic_score_gemma":0.001230101,"domain_scores_codex":[0.9991404,0.0001338424,0.00006257053,0.0002307513,0.0003228815,0.0001095519],"domain_scores_gemma":[0.9986921,0.0004500328,0.00005389579,0.0003084042,0.0003262546,0.000169332],"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":[0.002931822,0.0003687894,0.002624926,0.002387653,0.0000952963,0.001516178,0.003260481,0.0008353369,0.03711163,0.05855563,0.4692566,0.4210557],"study_design_scores_gemma":[0.000223958,0.0003879469,0.002050932,0.000311503,0.00006348515,0.001508395,0.0004592247,0.004275572,0.01176775,0.007307059,0.971544,0.0001003195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03094357,0.002136637,0.2679851,0.001834051,0.002153151,0.003815392,0.01599971,0.06906297,0.6060694],"genre_scores_gemma":[0.2058127,0.001460458,0.2089538,0.003326974,0.0005074377,0.00625692,0.01324493,0.01122036,0.5492164],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.873091,"threshold_uncertainty_score":0.4245529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456352544445392,"score_gpt":0.278965997432829,"score_spread":0.264402471988375,"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."}}