{"id":"W4387665368","doi":"10.15173/ijsap.v7i2.5302","title":"Employing customizable digital observation tools to support classroom-focused pedagogical partnership","year":2023,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Process (computing); Reflection (computer programming); Computer science; Qualitative property; Work (physics); Key (lock); Product (mathematics); Knowledge management; Mathematics education; Pedagogy; Sociology; Psychology; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003963966,0.0002417678,0.0002146656,0.0003293188,0.0001375816,0.001043431,0.000777664,0.00008846055,0.0001064867],"category_scores_gemma":[0.0003645949,0.0002501307,0.0001740532,0.0002710937,0.00001801041,0.0007818196,0.0001455053,0.0002966074,0.0007638832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004253933,"about_ca_system_score_gemma":0.00003717267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001954411,"about_ca_topic_score_gemma":0.000001575662,"domain_scores_codex":[0.9977183,0.00001511794,0.0004883529,0.0002380085,0.001035438,0.0005047908],"domain_scores_gemma":[0.9991716,0.0001703722,0.0000695737,0.0001336379,0.0001763943,0.0002784498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002604508,0.000142,0.06983227,0.00003520018,0.0008876621,0.0002918236,0.003955555,0.8272674,0.006534959,0.001795487,0.06341381,0.02558335],"study_design_scores_gemma":[0.004129101,0.0006680735,0.02005565,0.0002429155,0.00005155746,0.0002776162,0.002526927,0.02677368,0.004461834,0.0006336882,0.9389687,0.001210218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832414,0.00001927622,0.00719233,0.0003804055,0.003459812,0.0003609241,0.00003044611,0.0007343289,0.004581092],"genre_scores_gemma":[0.990427,0.00001924475,0.001191794,0.0001862756,0.000681498,0.0001216016,0.0001362554,0.00009678078,0.007139531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8755549,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1522217363340382,"score_gpt":0.502984091529163,"score_spread":0.3507623551951248,"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."}}