{"id":"W6892624539","doi":"10.5281/zenodo.10391483","title":"Modelling Argument Quality in Technology-Mediated Peer Instruction","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Argument (complex analysis); Quality (philosophy); Process (computing); Task (project management); Variety (cybernetics); Automation; Natural (archaeology)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001063717,0.0001888303,0.0002294642,0.001084569,0.0005184845,0.0005025946,0.001345398,0.0002202355,0.001198361],"category_scores_gemma":[0.0004027951,0.0002043143,0.00004709784,0.001183777,0.0000615668,0.000165813,0.001064597,0.0005422051,0.009072741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002799287,"about_ca_system_score_gemma":0.000005245863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002515742,"about_ca_topic_score_gemma":0.00000317776,"domain_scores_codex":[0.9978686,0.0002650603,0.0003392264,0.0006049064,0.0005462967,0.0003759092],"domain_scores_gemma":[0.9987991,0.0000205242,0.0002285092,0.0005722423,0.0003041346,0.00007547638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002250201,0.000203871,0.0000278944,0.0003127648,0.0001570428,0.00009130662,0.002647617,0.01201763,0.00039488,0.4293614,0.3813685,0.1733946],"study_design_scores_gemma":[0.0002241644,0.00004709452,0.00001975248,0.0002080264,0.000002198976,0.00001621052,0.0001515073,0.008961239,0.00003087462,0.0002359992,0.9898918,0.0002110899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005607769,0.0001852886,0.4605066,0.001037592,0.00102506,0.0008419649,0.0000915003,0.01152113,0.5242301],"genre_scores_gemma":[0.04472196,0.0004216233,0.006388194,0.0000741944,0.0007813264,4.979955e-7,0.0008997184,0.01851491,0.9281976],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6085234,"threshold_uncertainty_score":0.9997147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05584166564472295,"score_gpt":0.2711864438183669,"score_spread":0.215344778173644,"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."}}