{"id":"W1259098541","doi":"10.29173/slw6832","title":"Digital Image Tagging: A Case Study with Seventh Grade Students","year":2001,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual literacy; Meaning (existential); Context (archaeology); Computer science; Identification (biology); Exploratory research; Mathematics education; Representation (politics); Psychology; Sociology","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0003908724,0.0002098014,0.0002053291,0.0002314792,0.001217776,0.005066936,0.0008156237,0.00004302518,0.001320591],"category_scores_gemma":[0.0001811242,0.0001666407,0.00006418042,0.001498296,0.0004210167,0.05156779,0.000215707,0.0002468077,0.0004909975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004933597,"about_ca_system_score_gemma":0.0004331482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000417586,"about_ca_topic_score_gemma":0.0001408219,"domain_scores_codex":[0.997551,0.0001369263,0.0003884216,0.0003300486,0.001012664,0.0005809397],"domain_scores_gemma":[0.998767,0.0001311689,0.0001549631,0.0003752703,0.00006700654,0.0005045762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008630381,0.0004594158,0.93937,0.000005798616,0.00005029003,0.002909344,0.03116545,0.000009242822,0.000001176471,0.006512509,0.01582582,0.003604589],"study_design_scores_gemma":[0.001198868,0.0003075906,0.02929617,0.00003824387,0.00002089295,0.0003155066,0.1838451,0.0000235267,0.00001390059,0.001129228,0.7833278,0.0004832512],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8382897,0.00004215151,0.000107438,0.004947114,0.0002447171,0.0007755563,0.00001396306,0.000379632,0.1551998],"genre_scores_gemma":[0.9548866,0.00001171421,0.0007554002,0.002793226,0.0003038524,0.00004185065,0.0000168059,0.00001858533,0.04117202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9100739,"threshold_uncertainty_score":0.9995924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.015638689777134,"score_gpt":0.2955346698989899,"score_spread":0.2798959801218559,"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."}}