{"id":"W4392378178","doi":"10.31428/10317/11906","title":"El uso de SIG de software libre para la consolidación de contenidos de la Geografía Física de España en 2º de bachillerato","year":2024,"lang":"es","type":"article","venue":"","topic":"Geography and Education Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Computer science; Humanities; Art","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":[0.002913814,0.0008515218,0.0004515706,0.002318668,0.00100592,0.002535228,0.0007398123,0.0006752579,0.008350648],"category_scores_gemma":[0.008321242,0.0004291398,0.0005136041,0.001826563,0.0007041728,0.001983782,0.001079396,0.0005703141,0.001947991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197556,"about_ca_system_score_gemma":0.001406436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01438721,"about_ca_topic_score_gemma":0.0241375,"domain_scores_codex":[0.9990201,0.000224703,0.00005370309,0.0001880811,0.0004351529,0.00007829203],"domain_scores_gemma":[0.9958479,0.001660341,0.0002322847,0.0003003686,0.001782104,0.0001768032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009288847,0.0003080937,0.04124022,0.001170976,0.00009430127,0.0002359674,0.008552835,0.001316864,0.03564756,0.002834687,0.007376027,0.9002936],"study_design_scores_gemma":[0.0003137737,0.008269412,0.3193865,0.001532846,0.001622426,0.001614081,0.03287351,0.0372887,0.2186306,0.007629681,0.3703142,0.0005243673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8344938,0.006013476,0.06863654,0.001430789,0.0004161226,0.000726709,0.0007731378,0.004213582,0.08329576],"genre_scores_gemma":[0.8466077,0.00216086,0.07402676,0.0004178502,0.0000551187,0.0002492933,0.0006949581,0.000308787,0.07547858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01438721,"threshold_uncertainty_score":0.02860695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680050857283007,"score_gpt":0.3908216796201551,"score_spread":0.3740211710473251,"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."}}