{"id":"W2996274194","doi":"","title":"New approaches to image-based research and visual literacy: A pilot project report","year":2012,"lang":"en","type":"article","venue":"","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Visual literacy; Artificial intelligence; Psychology; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02394056,0.0008012883,0.0005456335,0.001998103,0.003336603,0.005177607,0.002466168,0.001712093,0.01693324],"category_scores_gemma":[0.02763979,0.000827979,0.0008711203,0.001277955,0.003979374,0.004869277,0.008410718,0.003152842,0.001841213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0018619,"about_ca_system_score_gemma":0.008235518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005117911,"about_ca_topic_score_gemma":0.006747099,"domain_scores_codex":[0.9857717,0.01057322,0.0005247885,0.0007862411,0.001379275,0.000964867],"domain_scores_gemma":[0.9692861,0.01941186,0.0006472329,0.003611238,0.00342696,0.003616731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002721484,0.03786636,0.02355898,0.001672831,0.00007062816,0.002025892,0.2314488,0.001024373,0.02573991,0.01764266,0.005939374,0.6502888],"study_design_scores_gemma":[0.006759357,0.04662909,0.1015527,0.001305919,0.0007800945,0.004181033,0.5024863,0.01038225,0.07573603,0.03055548,0.2191142,0.0005176305],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8620889,0.0003367191,0.05850143,0.003146908,0.0002144116,0.01955996,0.0006386564,0.0005347481,0.05497831],"genre_scores_gemma":[0.8335475,0.0006745636,0.124693,0.0005931055,0.00009603069,0.01686284,0.0005154883,0.000233718,0.02278374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02394056,"threshold_uncertainty_score":0.1266113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6520569898287492,"score_gpt":0.5559724607515606,"score_spread":0.09608452907718856,"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."}}