{"id":"W6910452533","doi":"10.48550/arxiv.2111.00360","title":"Identifying Functions and Behaviours of Social Robots during Learning Activities: Teachers' Perspective","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robot; Brainstorming; Perspective (graphical); Social robot; Variety (cybernetics); Social learning; Robot learning","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001149097,0.0002380899,0.0003783974,0.000289363,0.000436477,0.00007337478,0.0001772113,0.0004112248,0.001349267],"category_scores_gemma":[0.00004510444,0.0003387818,0.0003014764,0.0002562393,0.0001979262,0.0002007776,0.0004083269,0.001249979,0.00001846809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004161377,"about_ca_system_score_gemma":0.00008988181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002473465,"about_ca_topic_score_gemma":0.0004520465,"domain_scores_codex":[0.9984469,0.0003185471,0.0001780564,0.0007193429,0.00007479543,0.0002623201],"domain_scores_gemma":[0.9990755,0.0001022435,0.0003389243,0.0002302779,0.0001684398,0.00008456496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001073809,0.001847374,0.215521,0.0005122692,0.005313291,0.001979115,0.5670881,0.03898261,0.003104155,0.1619021,0.001104537,0.001571612],"study_design_scores_gemma":[0.00136694,0.00006686325,0.2904583,0.0001903164,0.0008009895,0.00003018544,0.7051103,0.0004045233,0.0001756999,0.0005978634,0.0001027667,0.0006952626],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776033,0.0001638356,0.003979552,0.00004813471,0.001118497,0.0001656683,0.0000154688,0.0001156321,0.01678987],"genre_scores_gemma":[0.9753905,0.00008916417,0.00002375217,0.00001016055,0.0001702438,0.000002435122,0.00002452259,0.00003302296,0.02425623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1613043,"threshold_uncertainty_score":0.9999064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09985077694072395,"score_gpt":0.2817164410266716,"score_spread":0.1818656640859476,"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."}}