{"id":"W4281476810","doi":"10.32920/ifmj.v2i2.1575","title":"From Real to Virtual","year":2022,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Metropolitan area; Multidisciplinary approach; Dissemination; Scope (computer science); Population; Visibility; Work (physics); Field research; Process (computing); Geography; Sociology; Regional science; Public relations; Political science; Computer science; Social science; Engineering; Telecommunications; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001891533,0.00004146791,0.00006384443,0.00008888177,0.000451107,0.0001105407,0.0001506528,0.00001944429,0.001993349],"category_scores_gemma":[0.0007415597,0.00003830225,0.00002490836,0.0001064033,0.00006934858,0.00021763,0.00009115074,0.0002615518,0.00002561493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097016,"about_ca_system_score_gemma":0.0001451231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006187182,"about_ca_topic_score_gemma":0.0002873537,"domain_scores_codex":[0.9994051,0.00007988909,0.00008939537,0.00008550567,0.0002161388,0.0001240002],"domain_scores_gemma":[0.9994017,0.0003097625,0.00005207312,0.0000415024,0.00004845662,0.0001464523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001764639,0.0001825406,0.007090087,4.985698e-7,0.00004753878,0.00005851318,0.4850216,0.000008855256,0.0008187021,0.02343692,0.2175016,0.2656567],"study_design_scores_gemma":[0.0001330673,0.0001065329,0.006119572,0.000007054651,0.000003717517,0.00001236478,0.482493,0.00000210801,0.0001601859,0.01123706,0.4996525,0.00007282062],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9320271,0.00004456878,0.00004238268,0.007915682,0.00216726,0.00004471398,0.00003098485,0.00003467127,0.05769264],"genre_scores_gemma":[0.9967312,0.0001052677,0.0001417785,0.0005573901,0.0005057008,0.00001053431,0.000003297071,0.000003251313,0.001941631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2821509,"threshold_uncertainty_score":0.998919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02814515344084827,"score_gpt":0.3501695919149234,"score_spread":0.3220244384740751,"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."}}