{"id":"W2199545370","doi":"","title":"Biology Labs Online: Gauging Productive Technologies","year":2012,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University","funders":"","keywords":"Data science; Computer science","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":[0.001716991,0.000478099,0.0002040505,0.003612095,0.000449751,0.002563003,0.000578886,0.0009451475,0.006624418],"category_scores_gemma":[0.01248979,0.0001954399,0.0001402458,0.001930344,0.0004247275,0.004717754,0.001518359,0.0005939883,0.002731776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005713326,"about_ca_system_score_gemma":0.0005187898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009748984,"about_ca_topic_score_gemma":0.001489917,"domain_scores_codex":[0.9986649,0.000394366,0.00007354217,0.000170743,0.0005799941,0.0001164608],"domain_scores_gemma":[0.9859805,0.006922372,0.002604951,0.0008846733,0.00230424,0.001303232],"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":[0.0007800592,0.001426207,0.5771685,0.000284605,0.0001017036,0.0002101518,0.002611766,0.003882518,0.02021092,0.00953033,0.01222781,0.3715653],"study_design_scores_gemma":[0.00009108653,0.002252607,0.7892874,0.0002209932,0.0002013982,0.0005417387,0.009429004,0.06366605,0.05965536,0.02864918,0.04582265,0.0001824837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9261516,0.0005422002,0.02257462,0.001086656,0.00009972874,0.0002077715,0.003091606,0.001135187,0.04511062],"genre_scores_gemma":[0.9820842,0.0002607253,0.01189508,0.0001485812,0.00007500743,0.0001792766,0.0007811799,0.00007689992,0.004499032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006624418,"threshold_uncertainty_score":0.02216095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568045210084603,"score_gpt":0.2824849230027139,"score_spread":0.2668044709018679,"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."}}