{"id":"W2216957970","doi":"","title":"Students' Perceptions of Using Personal Response Systems (\"Clickers\") with Cases in Science","year":2011,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Science education; Perception; Mathematics education; Psychology; Computer science; Pedagogy; Multimedia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0122205,0.0003937349,0.0002749261,0.0007939961,0.0007323669,0.00270024,0.0006552647,0.0007652383,0.003902283],"category_scores_gemma":[0.05498886,0.0002852249,0.000407189,0.000452066,0.001132345,0.001972968,0.001727614,0.001166925,0.000766054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000547544,"about_ca_system_score_gemma":0.0009357134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000885864,"about_ca_topic_score_gemma":0.001016355,"domain_scores_codex":[0.9870297,0.008482194,0.0005729514,0.0005783134,0.00255045,0.0007863666],"domain_scores_gemma":[0.9522696,0.02911784,0.009077502,0.002086302,0.003475288,0.003973566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007269605,0.007105646,0.5673897,0.0003539195,0.0001021011,0.0008741624,0.1874955,0.0009203816,0.02402405,0.001577692,0.0023255,0.2071045],"study_design_scores_gemma":[0.0003321204,0.01815584,0.6067139,0.0005130362,0.0002532332,0.002320235,0.3092737,0.00676342,0.02110227,0.002206355,0.03208524,0.0002806829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975331,0.00003418131,0.00107492,0.0002109973,0.00000608745,0.00004056333,0.000005481447,0.00001702881,0.001077718],"genre_scores_gemma":[0.9975527,0.00007861455,0.001550161,0.0001045019,0.000007936093,0.00005017827,0.00001108407,0.000005907325,0.0006389803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122205,"threshold_uncertainty_score":0.06462896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07080592960757244,"score_gpt":0.3424777825651177,"score_spread":0.2716718529575453,"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."}}