{"id":"W1829568614","doi":"10.1139/cjp-2013-0302","title":"Using photographs to elicit student ideas about physics: The case of an unusual liquid-level phenomenon","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Physics","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phenomenon; Curriculum; Mathematics education; Physics education; Photography; Physics; Task (project management); Sample (material); Psychology; Visual arts; Pedagogy; Art; Quantum mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.0007710471,0.00009715989,0.0001698071,0.0001149211,0.0006797251,0.0001792093,0.0005468925,0.00003688245,0.0002232056],"category_scores_gemma":[0.00008980502,0.00007829213,0.00009333083,0.0007240092,0.0003386808,0.0004833144,0.0000123027,0.0001783694,0.00001486004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938168,"about_ca_system_score_gemma":0.003151393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2618864,"about_ca_topic_score_gemma":0.1725397,"domain_scores_codex":[0.9987242,0.0002144831,0.0002850131,0.0001147142,0.0003000938,0.0003615509],"domain_scores_gemma":[0.9979486,0.0000876313,0.0002669932,0.000186907,0.0006095172,0.000900371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002080634,0.0002738675,0.005430769,0.00001558543,0.0001324222,0.0001500759,0.7752419,0.003307903,0.005832513,0.08698413,0.002654312,0.1199557],"study_design_scores_gemma":[0.0008698898,0.001155352,0.01544912,0.0001871351,0.0001806345,0.0002294469,0.9148625,0.0006017272,0.00491628,0.0429065,0.0177433,0.0008981406],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954337,0.00006662674,0.0007454017,0.0007319148,0.0007273217,0.0002016692,0.00001535315,0.000002844954,0.002075175],"genre_scores_gemma":[0.997381,0.000005646486,0.0004239943,0.0008116937,0.001280721,0.000003247921,5.216978e-7,0.00000948448,0.00008365321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1396206,"threshold_uncertainty_score":0.8425592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324803864993329,"score_gpt":0.4124016074222378,"score_spread":0.2799212209229048,"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."}}