{"id":"W2972587973","doi":"","title":"Advances of the EC project FASTGRID","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","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":[0.008404744,0.002047887,0.002077642,0.002001637,0.001325468,0.007031574,0.003823677,0.002665394,0.1098928],"category_scores_gemma":[0.01038592,0.000506256,0.001773571,0.003283504,0.001446713,0.005224238,0.005255503,0.00339844,0.04521115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0039538,"about_ca_system_score_gemma":0.004888485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009648167,"about_ca_topic_score_gemma":0.003732786,"domain_scores_codex":[0.9960458,0.001347173,0.00009589698,0.000688251,0.001143962,0.0006788992],"domain_scores_gemma":[0.9900188,0.001669964,0.0001533707,0.003051993,0.002564835,0.002540935],"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":[0.001108119,0.0003624231,0.001220079,0.0007314908,0.0001402736,0.0006428048,0.0006816934,0.01102441,0.004613332,0.2649944,0.5429435,0.1715374],"study_design_scores_gemma":[0.0002706409,0.00009380745,0.001467081,0.0001887067,0.00004420729,0.0002105665,0.0002405007,0.01375204,0.003132863,0.05101684,0.9295433,0.0000393626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0503658,0.01867294,0.2181395,0.06052554,0.02277872,0.0007184638,0.03616143,0.03731341,0.5553241],"genre_scores_gemma":[0.3408412,0.01554869,0.1574608,0.005639124,0.008410215,0.0009407758,0.1251228,0.03465445,0.3113819],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1098928,"threshold_uncertainty_score":0.3676279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152226881968011,"score_gpt":0.293583280880579,"score_spread":0.2720610120608989,"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."}}